{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei'] \n",
    "#mpl.rcParams['font.family'] = 'serif'  \n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "import seaborn as sns\n",
    "plt.style.use('seaborn')\n",
    "\n",
    "import tushare as ts\n",
    "\n",
    "import warnings; warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Prep: 获取本地数据并初步清理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_data = pd.read_csv('index_data.csv')\n",
    "north_data = pd.read_csv('north_data.csv')\n",
    "result_df = pd.read_csv('result_df.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2014-11-17</td>\n",
       "      <td>2474.009</td>\n",
       "      <td>8283.804</td>\n",
       "      <td>2567.101</td>\n",
       "      <td>1471.685</td>\n",
       "      <td>1708.096</td>\n",
       "      <td>4958.466</td>\n",
       "      <td>5382.963</td>\n",
       "      <td>5637.859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2456.366</td>\n",
       "      <td>8196.594</td>\n",
       "      <td>2541.416</td>\n",
       "      <td>1481.860</td>\n",
       "      <td>1679.423</td>\n",
       "      <td>4967.651</td>\n",
       "      <td>5389.135</td>\n",
       "      <td>5571.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2450.986</td>\n",
       "      <td>8225.073</td>\n",
       "      <td>2537.223</td>\n",
       "      <td>1505.552</td>\n",
       "      <td>1671.654</td>\n",
       "      <td>4985.101</td>\n",
       "      <td>5418.177</td>\n",
       "      <td>5557.197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>2452.660</td>\n",
       "      <td>8205.377</td>\n",
       "      <td>2537.099</td>\n",
       "      <td>1494.591</td>\n",
       "      <td>1676.598</td>\n",
       "      <td>4974.626</td>\n",
       "      <td>5381.925</td>\n",
       "      <td>5561.838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>2486.791</td>\n",
       "      <td>8332.298</td>\n",
       "      <td>2583.455</td>\n",
       "      <td>1504.833</td>\n",
       "      <td>1714.711</td>\n",
       "      <td>5029.773</td>\n",
       "      <td>5425.351</td>\n",
       "      <td>5674.553</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   trade_date      上证综指      深证成指     沪深300      创业板指      上证50     中证500  \\\n",
       "0  2014-11-17  2474.009  8283.804  2567.101  1471.685  1708.096  4958.466   \n",
       "1  2014-11-18  2456.366  8196.594  2541.416  1481.860  1679.423  4967.651   \n",
       "2  2014-11-19  2450.986  8225.073  2537.223  1505.552  1671.654  4985.101   \n",
       "3  2014-11-20  2452.660  8205.377  2537.099  1494.591  1676.598  4974.626   \n",
       "4  2014-11-21  2486.791  8332.298  2583.455  1504.833  1714.711  5029.773   \n",
       "\n",
       "       中小板指     上证180  \n",
       "0  5382.963  5637.859  \n",
       "1  5389.135  5571.036  \n",
       "2  5418.177  5557.197  \n",
       "3  5381.925  5561.838  \n",
       "4  5425.351  5674.553  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1395</td>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>3386.4631</td>\n",
       "      <td>13863.1298</td>\n",
       "      <td>4762.7642</td>\n",
       "      <td>2814.3737</td>\n",
       "      <td>3292.2003</td>\n",
       "      <td>6770.3016</td>\n",
       "      <td>9222.7909</td>\n",
       "      <td>9798.7426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1396</td>\n",
       "      <td>2020-08-07</td>\n",
       "      <td>3354.0352</td>\n",
       "      <td>13648.4996</td>\n",
       "      <td>4707.9262</td>\n",
       "      <td>2749.9533</td>\n",
       "      <td>3263.7455</td>\n",
       "      <td>6688.8822</td>\n",
       "      <td>9095.9286</td>\n",
       "      <td>9707.9816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1397</td>\n",
       "      <td>2020-08-10</td>\n",
       "      <td>3379.2524</td>\n",
       "      <td>13657.3134</td>\n",
       "      <td>4724.8697</td>\n",
       "      <td>2735.2561</td>\n",
       "      <td>3285.7602</td>\n",
       "      <td>6725.2956</td>\n",
       "      <td>9079.2589</td>\n",
       "      <td>9760.5009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1398</td>\n",
       "      <td>2020-08-11</td>\n",
       "      <td>3340.2900</td>\n",
       "      <td>13466.2675</td>\n",
       "      <td>4681.7837</td>\n",
       "      <td>2688.7004</td>\n",
       "      <td>3262.8244</td>\n",
       "      <td>6600.8472</td>\n",
       "      <td>8974.4587</td>\n",
       "      <td>9671.6450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1399</td>\n",
       "      <td>2020-08-12</td>\n",
       "      <td>3319.2656</td>\n",
       "      <td>13308.5217</td>\n",
       "      <td>4647.6446</td>\n",
       "      <td>2635.5022</td>\n",
       "      <td>3249.7381</td>\n",
       "      <td>6528.3999</td>\n",
       "      <td>8916.4511</td>\n",
       "      <td>9614.0586</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      trade_date       上证综指        深证成指      沪深300       创业板指       上证50  \\\n",
       "1395  2020-08-06  3386.4631  13863.1298  4762.7642  2814.3737  3292.2003   \n",
       "1396  2020-08-07  3354.0352  13648.4996  4707.9262  2749.9533  3263.7455   \n",
       "1397  2020-08-10  3379.2524  13657.3134  4724.8697  2735.2561  3285.7602   \n",
       "1398  2020-08-11  3340.2900  13466.2675  4681.7837  2688.7004  3262.8244   \n",
       "1399  2020-08-12  3319.2656  13308.5217  4647.6446  2635.5022  3249.7381   \n",
       "\n",
       "          中证500       中小板指      上证180  \n",
       "1395  6770.3016  9222.7909  9798.7426  \n",
       "1396  6688.8822  9095.9286  9707.9816  \n",
       "1397  6725.2956  9079.2589  9760.5009  \n",
       "1398  6600.8472  8974.4587  9671.6450  \n",
       "1399  6528.3999  8916.4511  9614.0586  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index_data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1400 entries, 0 to 1399\n",
      "Data columns (total 9 columns):\n",
      "trade_date    1400 non-null object\n",
      "上证综指          1400 non-null float64\n",
      "深证成指          1400 non-null float64\n",
      "沪深300         1400 non-null float64\n",
      "创业板指          1400 non-null float64\n",
      "上证50          1400 non-null float64\n",
      "中证500         1400 non-null float64\n",
      "中小板指          1400 non-null float64\n",
      "上证180         1400 non-null float64\n",
      "dtypes: float64(8), object(1)\n",
      "memory usage: 98.6+ KB\n"
     ]
    }
   ],
   "source": [
    "index_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_data.set_index('trade_date', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_data.index = pd.DatetimeIndex(index_data.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1400 entries, 2014-11-17 to 2020-08-12\n",
      "Data columns (total 8 columns):\n",
      "上证综指     1400 non-null float64\n",
      "深证成指     1400 non-null float64\n",
      "沪深300    1400 non-null float64\n",
      "创业板指     1400 non-null float64\n",
      "上证50     1400 non-null float64\n",
      "中证500    1400 non-null float64\n",
      "中小板指     1400 non-null float64\n",
      "上证180    1400 non-null float64\n",
      "dtypes: float64(8)\n",
      "memory usage: 98.4 KB\n"
     ]
    }
   ],
   "source": [
    "index_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2014-11-17</td>\n",
       "      <td>2474.009</td>\n",
       "      <td>8283.804</td>\n",
       "      <td>2567.101</td>\n",
       "      <td>1471.685</td>\n",
       "      <td>1708.096</td>\n",
       "      <td>4958.466</td>\n",
       "      <td>5382.963</td>\n",
       "      <td>5637.859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2456.366</td>\n",
       "      <td>8196.594</td>\n",
       "      <td>2541.416</td>\n",
       "      <td>1481.860</td>\n",
       "      <td>1679.423</td>\n",
       "      <td>4967.651</td>\n",
       "      <td>5389.135</td>\n",
       "      <td>5571.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2450.986</td>\n",
       "      <td>8225.073</td>\n",
       "      <td>2537.223</td>\n",
       "      <td>1505.552</td>\n",
       "      <td>1671.654</td>\n",
       "      <td>4985.101</td>\n",
       "      <td>5418.177</td>\n",
       "      <td>5557.197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>2452.660</td>\n",
       "      <td>8205.377</td>\n",
       "      <td>2537.099</td>\n",
       "      <td>1494.591</td>\n",
       "      <td>1676.598</td>\n",
       "      <td>4974.626</td>\n",
       "      <td>5381.925</td>\n",
       "      <td>5561.838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>2486.791</td>\n",
       "      <td>8332.298</td>\n",
       "      <td>2583.455</td>\n",
       "      <td>1504.833</td>\n",
       "      <td>1714.711</td>\n",
       "      <td>5029.773</td>\n",
       "      <td>5425.351</td>\n",
       "      <td>5674.553</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                上证综指      深证成指     沪深300      创业板指      上证50     中证500  \\\n",
       "trade_date                                                               \n",
       "2014-11-17  2474.009  8283.804  2567.101  1471.685  1708.096  4958.466   \n",
       "2014-11-18  2456.366  8196.594  2541.416  1481.860  1679.423  4967.651   \n",
       "2014-11-19  2450.986  8225.073  2537.223  1505.552  1671.654  4985.101   \n",
       "2014-11-20  2452.660  8205.377  2537.099  1494.591  1676.598  4974.626   \n",
       "2014-11-21  2486.791  8332.298  2583.455  1504.833  1714.711  5029.773   \n",
       "\n",
       "                中小板指     上证180  \n",
       "trade_date                      \n",
       "2014-11-17  5382.963  5637.859  \n",
       "2014-11-18  5389.135  5571.036  \n",
       "2014-11-19  5418.177  5557.197  \n",
       "2014-11-20  5381.925  5561.838  \n",
       "2014-11-21  5425.351  5674.553  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a23bf4ed0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "index_data.plot(figsize = (12,8), grid = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>trade_date.1</th>\n",
       "      <th>ggt_ss</th>\n",
       "      <th>ggt_sz</th>\n",
       "      <th>hgt</th>\n",
       "      <th>sgt</th>\n",
       "      <th>north_money</th>\n",
       "      <th>south_money</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2014-11-17</td>\n",
       "      <td>20141117</td>\n",
       "      <td>1768.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>1768.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>20141118</td>\n",
       "      <td>800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4845.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4845.0</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>20141119</td>\n",
       "      <td>253.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2612.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2612.0</td>\n",
       "      <td>253.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>20141120</td>\n",
       "      <td>196.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2276.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2276.0</td>\n",
       "      <td>196.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>20141121</td>\n",
       "      <td>186.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2341.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2341.0</td>\n",
       "      <td>186.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   trade_date  trade_date.1  ggt_ss  ggt_sz      hgt  sgt  north_money  \\\n",
       "0  2014-11-17      20141117  1768.0     NaN  13000.0  NaN      13000.0   \n",
       "1  2014-11-18      20141118   800.0     NaN   4845.0  NaN       4845.0   \n",
       "2  2014-11-19      20141119   253.0     NaN   2612.0  NaN       2612.0   \n",
       "3  2014-11-20      20141120   196.0     NaN   2276.0  NaN       2276.0   \n",
       "4  2014-11-21      20141121   186.0     NaN   2341.0  NaN       2341.0   \n",
       "\n",
       "   south_money  \n",
       "0       1768.0  \n",
       "1        800.0  \n",
       "2        253.0  \n",
       "3        196.0  \n",
       "4        186.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "north_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "north_data.set_index('trade_date', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "north_data.index = pd.DatetimeIndex(north_data.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "del north_data['trade_date.1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ggt_ss</th>\n",
       "      <th>ggt_sz</th>\n",
       "      <th>hgt</th>\n",
       "      <th>sgt</th>\n",
       "      <th>north_money</th>\n",
       "      <th>south_money</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2014-11-17</td>\n",
       "      <td>1768.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>1768.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4845.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4845.0</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>253.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2612.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2612.0</td>\n",
       "      <td>253.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>196.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2276.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2276.0</td>\n",
       "      <td>196.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>186.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2341.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2341.0</td>\n",
       "      <td>186.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ggt_ss  ggt_sz      hgt  sgt  north_money  south_money\n",
       "trade_date                                                        \n",
       "2014-11-17  1768.0     NaN  13000.0  NaN      13000.0       1768.0\n",
       "2014-11-18   800.0     NaN   4845.0  NaN       4845.0        800.0\n",
       "2014-11-19   253.0     NaN   2612.0  NaN       2612.0        253.0\n",
       "2014-11-20   196.0     NaN   2276.0  NaN       2276.0        196.0\n",
       "2014-11-21   186.0     NaN   2341.0  NaN       2341.0        186.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "north_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>北向资金</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2014-11-17</td>\n",
       "      <td>2567.101</td>\n",
       "      <td>2613.513</td>\n",
       "      <td>13000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2541.416</td>\n",
       "      <td>2565.273</td>\n",
       "      <td>4845.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2537.223</td>\n",
       "      <td>2538.233</td>\n",
       "      <td>2612.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>2537.099</td>\n",
       "      <td>2528.780</td>\n",
       "      <td>2276.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>2583.455</td>\n",
       "      <td>2537.538</td>\n",
       "      <td>2341.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   trade_date     close      open     北向资金\n",
       "0  2014-11-17  2567.101  2613.513  13000.0\n",
       "1  2014-11-18  2541.416  2565.273   4845.0\n",
       "2  2014-11-19  2537.223  2538.233   2612.0\n",
       "3  2014-11-20  2537.099  2528.780   2276.0\n",
       "4  2014-11-21  2583.455  2537.538   2341.0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I. EDA: 探索性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2014-11-17</td>\n",
       "      <td>2474.009</td>\n",
       "      <td>8283.804</td>\n",
       "      <td>2567.101</td>\n",
       "      <td>1471.685</td>\n",
       "      <td>1708.096</td>\n",
       "      <td>4958.466</td>\n",
       "      <td>5382.963</td>\n",
       "      <td>5637.859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>2456.366</td>\n",
       "      <td>8196.594</td>\n",
       "      <td>2541.416</td>\n",
       "      <td>1481.860</td>\n",
       "      <td>1679.423</td>\n",
       "      <td>4967.651</td>\n",
       "      <td>5389.135</td>\n",
       "      <td>5571.036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-19</td>\n",
       "      <td>2450.986</td>\n",
       "      <td>8225.073</td>\n",
       "      <td>2537.223</td>\n",
       "      <td>1505.552</td>\n",
       "      <td>1671.654</td>\n",
       "      <td>4985.101</td>\n",
       "      <td>5418.177</td>\n",
       "      <td>5557.197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-20</td>\n",
       "      <td>2452.660</td>\n",
       "      <td>8205.377</td>\n",
       "      <td>2537.099</td>\n",
       "      <td>1494.591</td>\n",
       "      <td>1676.598</td>\n",
       "      <td>4974.626</td>\n",
       "      <td>5381.925</td>\n",
       "      <td>5561.838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2014-11-21</td>\n",
       "      <td>2486.791</td>\n",
       "      <td>8332.298</td>\n",
       "      <td>2583.455</td>\n",
       "      <td>1504.833</td>\n",
       "      <td>1714.711</td>\n",
       "      <td>5029.773</td>\n",
       "      <td>5425.351</td>\n",
       "      <td>5674.553</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                上证综指      深证成指     沪深300      创业板指      上证50     中证500  \\\n",
       "trade_date                                                               \n",
       "2014-11-17  2474.009  8283.804  2567.101  1471.685  1708.096  4958.466   \n",
       "2014-11-18  2456.366  8196.594  2541.416  1481.860  1679.423  4967.651   \n",
       "2014-11-19  2450.986  8225.073  2537.223  1505.552  1671.654  4985.101   \n",
       "2014-11-20  2452.660  8205.377  2537.099  1494.591  1676.598  4974.626   \n",
       "2014-11-21  2486.791  8332.298  2583.455  1504.833  1714.711  5029.773   \n",
       "\n",
       "                中小板指     上证180  \n",
       "trade_date                      \n",
       "2014-11-17  5382.963  5637.859  \n",
       "2014-11-18  5389.135  5571.036  \n",
       "2014-11-19  5418.177  5557.197  \n",
       "2014-11-20  5381.925  5561.838  \n",
       "2014-11-21  5425.351  5674.553  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'A股指数累积收益率\\n 2014-2020')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(index_data/index_data.iloc[0]).plot(figsize=(12,8))\n",
    "plt.title('A股指数累积收益率\\n 2014-2020',size=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 先看一下指数收益率和北向资金的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_data_return = index_data/index_data.shift(1) - 1\n",
    "all_data = index_data_return.join(north_data['north_money'], how = 'inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "      <th>北向资金</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>上证综指</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.924464</td>\n",
       "      <td>0.979941</td>\n",
       "      <td>0.765474</td>\n",
       "      <td>0.907355</td>\n",
       "      <td>0.890101</td>\n",
       "      <td>0.865520</td>\n",
       "      <td>0.970900</td>\n",
       "      <td>0.252699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>深证成指</td>\n",
       "      <td>0.924464</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.916748</td>\n",
       "      <td>0.901830</td>\n",
       "      <td>0.753318</td>\n",
       "      <td>0.962117</td>\n",
       "      <td>0.961679</td>\n",
       "      <td>0.860130</td>\n",
       "      <td>0.290307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>沪深300</td>\n",
       "      <td>0.979941</td>\n",
       "      <td>0.916748</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740999</td>\n",
       "      <td>0.942523</td>\n",
       "      <td>0.849081</td>\n",
       "      <td>0.858023</td>\n",
       "      <td>0.989113</td>\n",
       "      <td>0.291449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>创业板指</td>\n",
       "      <td>0.765474</td>\n",
       "      <td>0.901830</td>\n",
       "      <td>0.740999</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.534840</td>\n",
       "      <td>0.923303</td>\n",
       "      <td>0.937949</td>\n",
       "      <td>0.667121</td>\n",
       "      <td>0.263519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>上证50</td>\n",
       "      <td>0.907355</td>\n",
       "      <td>0.753318</td>\n",
       "      <td>0.942523</td>\n",
       "      <td>0.534840</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.652926</td>\n",
       "      <td>0.668452</td>\n",
       "      <td>0.974577</td>\n",
       "      <td>0.270995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中证500</td>\n",
       "      <td>0.890101</td>\n",
       "      <td>0.962117</td>\n",
       "      <td>0.849081</td>\n",
       "      <td>0.923303</td>\n",
       "      <td>0.652926</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962797</td>\n",
       "      <td>0.789607</td>\n",
       "      <td>0.235865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中小板指</td>\n",
       "      <td>0.865520</td>\n",
       "      <td>0.961679</td>\n",
       "      <td>0.858023</td>\n",
       "      <td>0.937949</td>\n",
       "      <td>0.668452</td>\n",
       "      <td>0.962797</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.789089</td>\n",
       "      <td>0.293066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>上证180</td>\n",
       "      <td>0.970900</td>\n",
       "      <td>0.860130</td>\n",
       "      <td>0.989113</td>\n",
       "      <td>0.667121</td>\n",
       "      <td>0.974577</td>\n",
       "      <td>0.789607</td>\n",
       "      <td>0.789089</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.272773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>北向资金</td>\n",
       "      <td>0.252699</td>\n",
       "      <td>0.290307</td>\n",
       "      <td>0.291449</td>\n",
       "      <td>0.263519</td>\n",
       "      <td>0.270995</td>\n",
       "      <td>0.235865</td>\n",
       "      <td>0.293066</td>\n",
       "      <td>0.272773</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           上证综指      深证成指     沪深300      创业板指      上证50     中证500      中小板指  \\\n",
       "上证综指   1.000000  0.924464  0.979941  0.765474  0.907355  0.890101  0.865520   \n",
       "深证成指   0.924464  1.000000  0.916748  0.901830  0.753318  0.962117  0.961679   \n",
       "沪深300  0.979941  0.916748  1.000000  0.740999  0.942523  0.849081  0.858023   \n",
       "创业板指   0.765474  0.901830  0.740999  1.000000  0.534840  0.923303  0.937949   \n",
       "上证50   0.907355  0.753318  0.942523  0.534840  1.000000  0.652926  0.668452   \n",
       "中证500  0.890101  0.962117  0.849081  0.923303  0.652926  1.000000  0.962797   \n",
       "中小板指   0.865520  0.961679  0.858023  0.937949  0.668452  0.962797  1.000000   \n",
       "上证180  0.970900  0.860130  0.989113  0.667121  0.974577  0.789607  0.789089   \n",
       "北向资金   0.252699  0.290307  0.291449  0.263519  0.270995  0.235865  0.293066   \n",
       "\n",
       "          上证180      北向资金  \n",
       "上证综指   0.970900  0.252699  \n",
       "深证成指   0.860130  0.290307  \n",
       "沪深300  0.989113  0.291449  \n",
       "创业板指   0.667121  0.263519  \n",
       "上证50   0.974577  0.270995  \n",
       "中证500  0.789607  0.235865  \n",
       "中小板指   0.789089  0.293066  \n",
       "上证180  1.000000  0.272773  \n",
       "北向资金   0.272773  1.000000  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.rename(columns={'north_money':'北向资金'},inplace=True)\n",
    "all_data.dropna(inplace=True)\n",
    "all_data.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 相关系数来看（0.2358-0.2931）北向资金和各大指数收益率相关性不高\n",
    "## 相关性不高有可能是长期来看，北上资金体量与整体相对小的原因，我们可以从短期视角再度考量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
       "      <th>上证50</th>\n",
       "      <th>中证500</th>\n",
       "      <th>中小板指</th>\n",
       "      <th>上证180</th>\n",
       "      <th>北向资金</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>0.002635</td>\n",
       "      <td>-0.007005</td>\n",
       "      <td>-0.003003</td>\n",
       "      <td>-0.016036</td>\n",
       "      <td>-0.000033</td>\n",
       "      <td>-0.000375</td>\n",
       "      <td>-0.005655</td>\n",
       "      <td>0.002676</td>\n",
       "      <td>-2547.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2020-08-07</td>\n",
       "      <td>-0.009576</td>\n",
       "      <td>-0.015482</td>\n",
       "      <td>-0.011514</td>\n",
       "      <td>-0.022890</td>\n",
       "      <td>-0.008643</td>\n",
       "      <td>-0.012026</td>\n",
       "      <td>-0.013755</td>\n",
       "      <td>-0.009263</td>\n",
       "      <td>-1862.27</td>\n",
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       "    <tr>\n",
       "      <td>2020-08-10</td>\n",
       "      <td>0.007518</td>\n",
       "      <td>0.000646</td>\n",
       "      <td>0.003599</td>\n",
       "      <td>-0.005345</td>\n",
       "      <td>0.006745</td>\n",
       "      <td>0.005444</td>\n",
       "      <td>-0.001833</td>\n",
       "      <td>0.005410</td>\n",
       "      <td>7.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2020-08-11</td>\n",
       "      <td>-0.011530</td>\n",
       "      <td>-0.013989</td>\n",
       "      <td>-0.009119</td>\n",
       "      <td>-0.017021</td>\n",
       "      <td>-0.006980</td>\n",
       "      <td>-0.018505</td>\n",
       "      <td>-0.011543</td>\n",
       "      <td>-0.009104</td>\n",
       "      <td>3948.22</td>\n",
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       "    <tr>\n",
       "      <td>2020-08-12</td>\n",
       "      <td>-0.006294</td>\n",
       "      <td>-0.011714</td>\n",
       "      <td>-0.007292</td>\n",
       "      <td>-0.019786</td>\n",
       "      <td>-0.004011</td>\n",
       "      <td>-0.010975</td>\n",
       "      <td>-0.006464</td>\n",
       "      <td>-0.005954</td>\n",
       "      <td>-1637.74</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                上证综指      深证成指     沪深300      创业板指      上证50     中证500  \\\n",
       "trade_date                                                               \n",
       "2020-08-06  0.002635 -0.007005 -0.003003 -0.016036 -0.000033 -0.000375   \n",
       "2020-08-07 -0.009576 -0.015482 -0.011514 -0.022890 -0.008643 -0.012026   \n",
       "2020-08-10  0.007518  0.000646  0.003599 -0.005345  0.006745  0.005444   \n",
       "2020-08-11 -0.011530 -0.013989 -0.009119 -0.017021 -0.006980 -0.018505   \n",
       "2020-08-12 -0.006294 -0.011714 -0.007292 -0.019786 -0.004011 -0.010975   \n",
       "\n",
       "                中小板指     上证180     北向资金  \n",
       "trade_date                               \n",
       "2020-08-06 -0.005655  0.002676 -2547.51  \n",
       "2020-08-07 -0.013755 -0.009263 -1862.27  \n",
       "2020-08-10 -0.001833  0.005410     7.37  \n",
       "2020-08-11 -0.011543 -0.009104  3948.22  \n",
       "2020-08-12 -0.006464 -0.005954 -1637.74  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>上证综指</th>\n",
       "      <th>深证成指</th>\n",
       "      <th>沪深300</th>\n",
       "      <th>创业板指</th>\n",
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       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <td rowspan=\"9\" valign=\"top\">2020-08-11</td>\n",
       "      <td>上证综指</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.929457</td>\n",
       "      <td>0.986640</td>\n",
       "      <td>0.831426</td>\n",
       "      <td>0.963581</td>\n",
       "      <td>0.919860</td>\n",
       "      <td>0.893410</td>\n",
       "      <td>0.986844</td>\n",
       "      <td>0.665719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>深证成指</td>\n",
       "      <td>0.929457</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.944934</td>\n",
       "      <td>0.963454</td>\n",
       "      <td>0.843437</td>\n",
       "      <td>0.979445</td>\n",
       "      <td>0.987593</td>\n",
       "      <td>0.891171</td>\n",
       "      <td>0.635256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>沪深300</td>\n",
       "      <td>0.986640</td>\n",
       "      <td>0.944934</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.850651</td>\n",
       "      <td>0.969342</td>\n",
       "      <td>0.908067</td>\n",
       "      <td>0.915993</td>\n",
       "      <td>0.987347</td>\n",
       "      <td>0.699737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>创业板指</td>\n",
       "      <td>0.831426</td>\n",
       "      <td>0.963454</td>\n",
       "      <td>0.850651</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.720546</td>\n",
       "      <td>0.949904</td>\n",
       "      <td>0.958011</td>\n",
       "      <td>0.779611</td>\n",
       "      <td>0.579610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>上证50</td>\n",
       "      <td>0.963581</td>\n",
       "      <td>0.843437</td>\n",
       "      <td>0.969342</td>\n",
       "      <td>0.720546</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.804409</td>\n",
       "      <td>0.803069</td>\n",
       "      <td>0.991035</td>\n",
       "      <td>0.701188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中证500</td>\n",
       "      <td>0.919860</td>\n",
       "      <td>0.979445</td>\n",
       "      <td>0.908067</td>\n",
       "      <td>0.949904</td>\n",
       "      <td>0.804409</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.964081</td>\n",
       "      <td>0.863862</td>\n",
       "      <td>0.575352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中小板指</td>\n",
       "      <td>0.893410</td>\n",
       "      <td>0.987593</td>\n",
       "      <td>0.915993</td>\n",
       "      <td>0.958011</td>\n",
       "      <td>0.803069</td>\n",
       "      <td>0.964081</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.854813</td>\n",
       "      <td>0.628225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>上证180</td>\n",
       "      <td>0.986844</td>\n",
       "      <td>0.891171</td>\n",
       "      <td>0.987347</td>\n",
       "      <td>0.779611</td>\n",
       "      <td>0.991035</td>\n",
       "      <td>0.863862</td>\n",
       "      <td>0.854813</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.690364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>北向资金</td>\n",
       "      <td>0.665719</td>\n",
       "      <td>0.635256</td>\n",
       "      <td>0.699737</td>\n",
       "      <td>0.579610</td>\n",
       "      <td>0.701188</td>\n",
       "      <td>0.575352</td>\n",
       "      <td>0.628225</td>\n",
       "      <td>0.690364</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td rowspan=\"9\" valign=\"top\">2020-08-12</td>\n",
       "      <td>上证综指</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.929499</td>\n",
       "      <td>0.987080</td>\n",
       "      <td>0.832694</td>\n",
       "      <td>0.964184</td>\n",
       "      <td>0.921310</td>\n",
       "      <td>0.893568</td>\n",
       "      <td>0.987040</td>\n",
       "      <td>0.666148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>深证成指</td>\n",
       "      <td>0.929499</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.945616</td>\n",
       "      <td>0.964512</td>\n",
       "      <td>0.843982</td>\n",
       "      <td>0.980542</td>\n",
       "      <td>0.987329</td>\n",
       "      <td>0.891497</td>\n",
       "      <td>0.635636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>沪深300</td>\n",
       "      <td>0.987080</td>\n",
       "      <td>0.945616</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.854003</td>\n",
       "      <td>0.969139</td>\n",
       "      <td>0.911526</td>\n",
       "      <td>0.916322</td>\n",
       "      <td>0.987366</td>\n",
       "      <td>0.700535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>创业板指</td>\n",
       "      <td>0.832694</td>\n",
       "      <td>0.964512</td>\n",
       "      <td>0.854003</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.723766</td>\n",
       "      <td>0.949704</td>\n",
       "      <td>0.958564</td>\n",
       "      <td>0.782050</td>\n",
       "      <td>0.580554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>上证50</td>\n",
       "      <td>0.964184</td>\n",
       "      <td>0.843982</td>\n",
       "      <td>0.969139</td>\n",
       "      <td>0.723766</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.808102</td>\n",
       "      <td>0.803494</td>\n",
       "      <td>0.991134</td>\n",
       "      <td>0.702172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中证500</td>\n",
       "      <td>0.921310</td>\n",
       "      <td>0.980542</td>\n",
       "      <td>0.911526</td>\n",
       "      <td>0.949704</td>\n",
       "      <td>0.808102</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.965511</td>\n",
       "      <td>0.866490</td>\n",
       "      <td>0.576626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>中小板指</td>\n",
       "      <td>0.893568</td>\n",
       "      <td>0.987329</td>\n",
       "      <td>0.916322</td>\n",
       "      <td>0.958564</td>\n",
       "      <td>0.803494</td>\n",
       "      <td>0.965511</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.855046</td>\n",
       "      <td>0.628698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>上证180</td>\n",
       "      <td>0.987040</td>\n",
       "      <td>0.891497</td>\n",
       "      <td>0.987366</td>\n",
       "      <td>0.782050</td>\n",
       "      <td>0.991134</td>\n",
       "      <td>0.866490</td>\n",
       "      <td>0.855046</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.690962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>北向资金</td>\n",
       "      <td>0.666148</td>\n",
       "      <td>0.635636</td>\n",
       "      <td>0.700535</td>\n",
       "      <td>0.580554</td>\n",
       "      <td>0.702172</td>\n",
       "      <td>0.576626</td>\n",
       "      <td>0.628698</td>\n",
       "      <td>0.690962</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                      上证综指      深证成指     沪深300      创业板指      上证50     中证500  \\\n",
       "trade_date                                                                     \n",
       "2020-08-11 上证综指   1.000000  0.929457  0.986640  0.831426  0.963581  0.919860   \n",
       "           深证成指   0.929457  1.000000  0.944934  0.963454  0.843437  0.979445   \n",
       "           沪深300  0.986640  0.944934  1.000000  0.850651  0.969342  0.908067   \n",
       "           创业板指   0.831426  0.963454  0.850651  1.000000  0.720546  0.949904   \n",
       "           上证50   0.963581  0.843437  0.969342  0.720546  1.000000  0.804409   \n",
       "           中证500  0.919860  0.979445  0.908067  0.949904  0.804409  1.000000   \n",
       "           中小板指   0.893410  0.987593  0.915993  0.958011  0.803069  0.964081   \n",
       "           上证180  0.986844  0.891171  0.987347  0.779611  0.991035  0.863862   \n",
       "           北向资金   0.665719  0.635256  0.699737  0.579610  0.701188  0.575352   \n",
       "2020-08-12 上证综指   1.000000  0.929499  0.987080  0.832694  0.964184  0.921310   \n",
       "           深证成指   0.929499  1.000000  0.945616  0.964512  0.843982  0.980542   \n",
       "           沪深300  0.987080  0.945616  1.000000  0.854003  0.969139  0.911526   \n",
       "           创业板指   0.832694  0.964512  0.854003  1.000000  0.723766  0.949704   \n",
       "           上证50   0.964184  0.843982  0.969139  0.723766  1.000000  0.808102   \n",
       "           中证500  0.921310  0.980542  0.911526  0.949704  0.808102  1.000000   \n",
       "           中小板指   0.893568  0.987329  0.916322  0.958564  0.803494  0.965511   \n",
       "           上证180  0.987040  0.891497  0.987366  0.782050  0.991134  0.866490   \n",
       "           北向资金   0.666148  0.635636  0.700535  0.580554  0.702172  0.576626   \n",
       "\n",
       "                      中小板指     上证180      北向资金  \n",
       "trade_date                                      \n",
       "2020-08-11 上证综指   0.893410  0.986844  0.665719  \n",
       "           深证成指   0.987593  0.891171  0.635256  \n",
       "           沪深300  0.915993  0.987347  0.699737  \n",
       "           创业板指   0.958011  0.779611  0.579610  \n",
       "           上证50   0.803069  0.991035  0.701188  \n",
       "           中证500  0.964081  0.863862  0.575352  \n",
       "           中小板指   1.000000  0.854813  0.628225  \n",
       "           上证180  0.854813  1.000000  0.690364  \n",
       "           北向资金   0.628225  0.690364  1.000000  \n",
       "2020-08-12 上证综指   0.893568  0.987040  0.666148  \n",
       "           深证成指   0.987329  0.891497  0.635636  \n",
       "           沪深300  0.916322  0.987366  0.700535  \n",
       "           创业板指   0.958564  0.782050  0.580554  \n",
       "           上证50   0.803494  0.991134  0.702172  \n",
       "           中证500  0.965511  0.866490  0.576626  \n",
       "           中小板指   1.000000  0.855046  0.628698  \n",
       "           上证180  0.855046  1.000000  0.690962  \n",
       "           北向资金   0.628698  0.690962  1.000000  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data.rolling(120).corr().tail(18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 北向资金与各大指数的滚动窗口120日相关系数较大（0.57-0.7），可见中短期北上资金大小对指数收益有一定指导意义。\n",
    "#### 以沪深300（相关系数最大0.7）为例，对其与指数收益散点图线性回归拟合（Pair trading？TBExp）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '沪深300收益率')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.regplot(x=list(all_data[\"北向资金\"][-120:]),y=list(all_data[\"沪深300\"][-120:]))\n",
    "plt.title('沪深300与北向资金拟合回归线',size=15)\n",
    "plt.xlabel('北向资金',size=12)\n",
    "plt.ylabel('沪深300收益率',size=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '沪深300日收益率 VS 北向资金')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uS3Qx4goJ7ykIA+B2x0h4p06WIAiCiCFkNhNvqH6NKKlsxoyFuXh+/u5EFyWukPCeSnCq97QoN6xKkNkMQRAEEUtIeCcSRU1DOwCgorZrxwsi4T0l4fy8R+lHl/pYgiAIIpbQuEIkiu5iTUDCewrB+3mPNkiTBGlICIIgiFhC40rnIMTB0XurL3U01g2eRuyuylUc6y5tj4T3FIQxIM0VG28z3WWWShAEQXQONK6kJvtPHcA/Nk7D4fqjiS6KLV7Y8To+KPgUxxpL5GPdpe2R8J5C8LGUSPNOEARBJCM0rqQmdR0NAIIa7VSg2dcCAGj0hoOBdRcPeiS8pyAM0UdYlfOiPpYgCIKIId1F+9nVCLAAAIClmjcbrr11FyccJLynKO4YRUWlTpYgCIKIJd1F+9nVEFlqvjheiukuMg0J7ymKpHmPlu7S0AmCIIjOobtoPxNFvDTjYorOuvj66C4WWyS8pyiuWAnv3aWlEwRBdFH2VOdhZ+XeRBdDJlpzTiIxyGYzKTb54svbXWSatEQXgIgAFjsXUd2knRMEQXRZ3s+fDwC45gdXJbgkQWhFNzUJpKjZDG84012Ed9K8pxCSt5lYLpkxVUPv8Pqxdnc52jr8MbsHQRAE0X3oLgJUV0OyeU+1DauS5r2ytQrb21YAaZ4Elyj+kPCeQvDa9lh9XGoNydKco/jku0NYsOZQTPInCIIguhekeU9Nwt5mUgupvO/nf4KKQDHSzz2S0PJ0BiS8JwkNLR7sOFhlz9Yshl+W+naVdcHoaidrW2N3E4IgCKLbQLJ7aiJ7m0mxFygpMz0Bb/CAK5DA0nQOZPOeJEyftxunGjvQp2cGLjn/dP1EsY+ETBoSgiAIIqaQ2UxqkrKa95AcEwcRKWkhzXuScKqxA0BQA28Fk/+JHupkCYIgiFhC3mZSk/CG1dR8f4Ichj41y+8EEt6TjHDj0zkXh/upNe/RerHZe7gGn6w+lHKupgiCIIjYQCu68SVetSv5eU+5Dauh8sryUzdQwaeE8C6KDP5AqrowcoaJ7C4Ty35RnVe0H+2bS/Zj7Z5y1IZWEgiCIIjuhdqLGZEaSGYzqUbYbIY070nFE+9tw59nrE90MToFM807P5uMVdOMl9kMaV4IgiC6JyS7pybhDauJLYdTpOLylgMuO5rQFCYlhPfqhvaorvd4U2c2aa+52f+y2jp8+Od727DjYJXu+VibzUik2LdPEARBxAhS3nQOsRqvJVLVzztUZjOCwOBKCek2crr44wHfbi/Fg69uQFFpfaKLYgtzxbvzD3VXUQ2q6trwzlcFuufj1smm2rdPEARBxARyhJCapL63GdK8dxmWbz0OANhVWJPQctjHusExBtsbQq12/YvdYysBQRAE0UmQ8J6apKq3Gc2GVTAILhLeiU7ErL0ZTSTNBHmrTtRI8x6tQj61Pn2CIIjUIplNU5K5bIQxstlMir0+jZmPYC5LdQW6j/CeKi8ygnKaadcDFl564uXSkVxFEgRBxIe84lP444vrkH+0VnE8WfpdSXjv6qYLXY2AKO0PTI52ZBep2bs4bzPxaHv79u3DhAkTAAAFBQW4/vrrMWHCBEyYMAErVqwAAMyaNQu333477rjjDuTl5QEASkpKcOedd2L8+PGYOnWq7JJTL61dKMJqkmHqbcaAgMiQ5jY4Z9GZ0/ImQRBEavHN5uMAgFU7y3DFBf3l4wws5psYI0FSKHX1TYMJI06TtPCG1VRD6+fdFWPV+5w5c/D111+jR48eAIADBw7gnnvuwb333iunKSgowI4dO7B48WJUVFRg4sSJWLJkCZ5//nk88sgjuPbaazFlyhSsXbsWAwcO1E1rF/q0koxImlsgYKZ5tzKbUd0/Ru09SRRABEEQXQ6PLyhkZaQph3DZ1V+Ckfr/SJRRROIIb1hNrQE8XNr4ad4HDRqEN998U/6dn5+P9evX46677sITTzyBlpYW7N69G9dddx0EQcDAgQMRCARQV1eHgoICjBw5EgBwww03YMuWLYZp7eJIeBdFEVOmTMG4ceMwYcIElJSUKM4vWrQIt912G8aOHYt169Ypzu3cuRM/+9nPnNxOQ00ELiNTTYi029nxzxUw2XVqpVk3uzYakq3ay6pbsHpHaaKLQRAEETVef1DIykxXLrkmjdmMrHkn4b3R04Qmb3Oii2GLlPXzzlSad8S+7d18881ISwsbqwwdOhT/+Mc/8Mknn+C8887DW2+9hZaWFvTq1UtOk52djebmZjDG5LJJx4zS2sWR2cyaNWvg9Xrx2WefITc3Fy+88AJmz54NAKipqcG8efOwZMkSeDwejB8/HqNGjUJGRgYqKirwwQcfwO/327rP6af3RBpnB/LNK7c6KaaCz6b/v4iv7UzsPOMDtw/DA7cPk3/fc+uPLa+577dDcd9vh9q+33P/e51lnmZE867iyYABvTH88rMTXQyCIIioef+pX+oe739GL2SmZXRyabRMvGM4Jt4xPNHFSAoe+uwfAIBF42bHLE9JEOzZMwMDBvSOWb4udzDfXr0yY5pvvMnuFayHjJDcOPySAXjy/l/F9Z5jxoxBnz595L+fffZZ3HTTTWhtbZXTtLa2onfv3nBx9mOtra3o06cPevXqpZvWLo6E9927d+P6668HAAwbNgz5+fnyuby8PFx11VXIyMhARkYGBg0ahMLCQlx88cWYOnUqnn32Wdx222227lNf36b4fe8L38t/3zVmCG66+lzbZX74tRy0efz4xdXnYvyYIbav62ykZ/zruCtxxeD+ummW5hRj2ZYSuAQB/3X9YCzNOQoAmPHgT9H/tCzdaxavP4KV20qR5nbhvUd/rrnfPbdcguuvHCgfn7l4H/KKa3H+D3pj6t3XRPwcz943EucM6GWRuvOQyvXEH67GReeeluDSEARBRI7RuFZd04SstMwElizI/NVF+H7PCWRnpeHNR25IdHGSgpqa2GnfJU1zW7s3pvl2+LwAgOaWjpjmG29aWjyoqWmG3x+slz1F1bhnwyq89OBPbefhdLJy3333YfLkyRg6dCi2bt2Kyy+/HMOHD8eMGTNw3333obKyEqIool+/frjsssuwfft2XHvttcjJycF//Md/YNCgQbpp7eJIeFer+d1uN/x+P9LS0tDS0qKYNWRnZ6OlpQXPPPMM7r33Xpx11llObmVIV1+Fs7PZiKks0uyYzbgNKs5qQ2ukpNiqG0EQRMogmc2kpystX5PFVtlq3CGSk2TZM+EUFiq3wmwmzvstpk2bhmeffRbp6ek444wz8Oyzz6JXr14YMWIExo0bJ5uZA8Bjjz2GyZMn49VXX8UFF1yAm2++GW63WzetXRwJ72o1vyiKsg2Q3hJAeno6du3ahdLSUrz11ltobGzEpEmT8NprrzkqJE9Xt6Ez73wFKZECX4AhIIpw62ztlzasGnWicfM2kxxjiJau3XwIgugG+EP9emZactq8S95m7ATK8foCYAzIzDBwmUZ0GmFvM8nRjuwiSt5mpANCfII0nXvuuVi0aBEA4PLLL8fChQs1aSZOnIiJEycqjg0ePBjz58+3ldYujjasDh8+HDk5OQCA3NxcDBkSXq4bOnQodu/eDY/Hg+bmZhQXF2Po0KFYtWoV5s2bh3nz5uG0006LSnAHnM+mUqsJwrTARk8+ee52PPLGJt1zkmbdaNJj5Y0mUpK13kl2Jwiiq5Ch2rAqIjk0p/KGVRvj9cMzc/DgqxviXSTCBrKf9zhMAteUbsAru9+Oq3ZfqXmP222SAkea9zFjxmDz5s244447wBjD9OnT8eGHH2LQoEG46aabMGHCBIwfPx6MMUyaNAmZmbG3vYtY854iL9KOIpwBmo+rtUN/M7CseXcbCO/dzc97irQDgiAIKzLUZjNJonl3EqTJHycFUlcmXjUWiKOf9y+OLAcANHtbcVpmbDfDyt5meFeRXVx6dyS8u1wuPPPMM4pjF154ofz32LFjMXbsWMPrN2/e7LB4WrMOr9/prC3VOgbj8kZiwmVlexivMNbJMoioSYYAJgRBELFALaAki7kDBWlKTTrDbCaetujy+C50/bE+6T+tReuOKH7PW1WUoJJ0DnYV4XY/LWkzq+GG1UDnL7OKjMHrC1gnjAMUM4QgiC6DaiBIFqWJE7MZCb+DsYgxhlMN7UnzvF0FKUhTPHEJsRc7pclG2GyGdfmJY9I/3vYDVYkuQucS474orAHRf9XxMpsx61Of+/duPPDKhvhtliUIgugGqHvQ5NO82xfeO7z2BccV20rwj3e2YmtBpeOydSVirV2WNe9xnBTFQ3+mNptx926AN7ssDndKHpJeeI/Vm06VJZRYfzRSJ5rWyWYzZvkeq2gC4EzTEitI804QRFclWTTRkURYdbIau7UgqNTbe/iUs4IRpnSG5j0eLVTKk9+w2th/ZxzulDwkvfAerayVJH2ZbUwdRfKSp83nsupE4+ZtJknrPVUmcQRBEJYwphDYk8VPd8DBhlUJJ5p3KV9avY0tndF+4rM6pN6wCmR47Qc8SkWSX3iPkao02TSuNQ3tKCqt1xyPl+bd0OY9bmYz1vlSt0sQBOEMvm9lUApDyWI2E4nNu8eB5l0az0h4jy2BzvDzHoespU+CL3daIHkivMeDpBfeY0WyaYIfe2crXvx0L3wq7zlm5bTqBvVMVayEd8POL8r6snV5kr2TWFNW3YKSytQJMU0QRPLDK1zUXX68zCCdIkbgbcbjRPMeGs/iFSG8O8IYC2ve4yq7xz5zFopv0DfzNMXRrky3Ed6TFckbjITd5qaXTk8Ql7zJJKPmPREDTWeuwEz9YAee/qhr290RBNG5qDXUSk18cggs4bEoPpp3aVLQfTXvsX9u3mTGrB35AyKOVTQlzf4KIPwNuHlPNkLylC8edBvhPdnMZiTU7d/og7DzoegJ4pY27xF0fsFw1ubXddZ3fbCkHm0dvs65GUEQRIJRa6gVZjNJIlBFohF3ZDZDNu8xRym8G7Nw7WE8+/Eu255+Wn1t6PB7uLzjoXnXy7trtw1HQZoSQbRCd6q9Pr0+b93eE5i3qgg3XDnQ9FpdzbtkNuPWn6epr7Gqbn9AxAOvbMCl55+OR++8yjCdLZv3KAeaI+WNmLFgL87/QW9MvfuaqPIiCIJIBfhAhYypxZXEjni1jR1495sCHK+QzAXtlycSsxkS3mOH0tOMcb3uLqoBABwub8RPrzjbMt9/bJym+B2fCSYL5c0dIs17YklShXnc0Ot8pcBUew7VhNPpfACSGcrW/Eocq2iCxxuQQ0/HymymuS2o5T5Yot1sqyyLdV7R9rvVDW0A4MiuPEkUUwRBEBGhEXKTyNvMkpxiHClvlMcVJ/1thwPNu+TIorvL7rH0nqbQvJvUa7RVHssJpvT8yi3csb9PMpL0mncn4ntAFNHuCaBXj/Q4lie2aM1mzNKaN8aAGIxcOmfZAc05tfAuINjM1Tb3VtiNyNoZmncjT0QdXj/yimsxfMgApKlWHLr6B00QRNfG6w8LuRpvMwnWTkSjCXfi510az+K1ZyseMMZi5j0vHgQUEz9TQQRAcihWBUEIrj6FyiR2I+E9+TXvDlrI+8sP4i+vb8Sphvb4FciEmoZ2THpzE/KKnQSOUEvvkd9fFJlhZ6YW3q2WHY0avt9mZ2knVbSfllHbmLfqEN75qgDf7dRGWOtKmvf6Zg825p1M+IBNEETnobANZ8p+1Erznlu9H4fri+NTMOgooxxc68jPuzR+2ej78opr0dLuQ0OLB69+louy6hYHpYodyS5M8mYztsoa4UQkHuOVXF6mPBrv+yaSpBfenbAtFHWtihfe4/S+RMbQ4fUrjq3dXY7GVi9mf1VgOx918cw6I6u2Z6b1UM/4XRFqLuxGRbWneXd0awDBJeMt+RXw+gKGPoSLTzQCAMpqEtNJdxbT5+3GhysKUXCsLtFFIQiik/B41e6Fwx1pwEJ4n5M/DzP3vhuXcgE6w62DPj4eft6LSusxc/E+zFiwF19uPIb8Y3V4+4v99gsVQ5JdeEy0yVUkqM2GjGIezFtVhD++uE7jmjuV6VLCu0SvrHQ0tXmx6PsjcocQ69Wq5/69G//7ao5CmJWESWbQofj8Ir7dXorGFm7ntYPvmU+6SkerHMVdnxkAACAASURBVBCZYX7qw5EI71X1bZjy/g5bae08VySd2eL1RzB32UF8sfGodQAQneyTxQ9yLKht6gAAtJC3HYJIKlZuL8GU93c4Nku0A5+n2mwm0Rs4oxFQHW1Yteltpqo+qMgrq26Rx2p/nKKKWyEmu+ZdtOdtxgl67SGmNu+SzBW6jyJvbsPqur0nwAA0cLJXqpP0wnukQvcnqw/h2x2lsS0Mx7GKJgBQzOQkF6NGAuKqHaVYtO6IwiZd3bjNhcvwOb2OLtiRGUnvyuNGrrbMbPKOnmgyKZv6dvY17+99XYCPVhbayrekKrg5tby6xbhthI7rliC5+8+IyEx3J7oIBEFwLF5XjPKaFpxq6IjvjZiyz4/HZMERGrMZbYdb3+zB+8sPoK5JWTfO/LzbM5tR+MAP/Zkos/NYat7jMYyJvLcZMwsAR3lq22Ms9WfSq5TaGZ+3XtszctyRiiS/8G5zW4Ry1sgU2u14wmt/w9oA/bQVta0AgOr6sFmPpiGbNGwrpUpANJ7T2tW8m3UwTjS8dhRA0r22HahCzr6T9jLmJ9YGvbD8QevO+rseWSS8E0SnsTTnKNbnnkjY/c2cHJgJ751hFmHHbGb+6iJs3l+JT747BCA8bqoVUkWl9YbjuN2VY6bzK2HCe5KPPgGbft4l7FSj/mpDDDXvUGve+Taube9G8W5SkRTwNmOPxhav/Ddj6LQvlP8gZeHdQACWNuRkZYSFLbWAadqso7B5V18rtWEnZjOt7Q7MM2wJ7/az02QrCCaad5N3n9z9Z0Skp5HwThCdxbItxwEAPx92TkLur7TrVf42s3nvFOHdRqfe1BocqyV/9enpLni8AYXmva6pAy9+uheZGW7M/uvPNHlI45elmRDT/TMhJLtNuW1vMw5gepr3CPPyB0SN9zhprNebGOkd6zqiewpo3vVewNKcYmzeX6E4Vt8cmR15tPD3sprVhYX38JyJQSnsm3V+VjN3M0Hc6IwTs5m2Dr/hOc394uQqUl76BAxt3gVVWsX1Ce/CCYIgooAXSJlKeDfRvFttZo0FdrzNSKam6SFBTBo2eeFdiidiZAcfidmMVJhYu2usaavF2tIcG1HHk3vsEZnSBakRZo9RWtWMJ+dsw6a8oHym3+ac10NecS3+PGM9dhysUhyX3qQ0MVLUsU6QphTyLGpJ8gvvOpW9bEsJ3l9+UHFMIbyDaWZYsQxmwKMQ3rlbfJFzFM1tXkVafc27UoC2afKui8hMNqwaaPgdad5jbTaj+l3b2IG84lp7VwkmZjMmNu9W/Weyd7B60ISEIDqHhNuUw9w0xUyY9fjjv7FdM87oFMcX2jialhYUP1h6G4TMVnh89uvW7oZVUaduYi0JvLDzdSw9sgwFteb7tpK9n+ZXBmy5u9apyN1FNaiobcPCtYcBGGjeI6iGtbvLAQDfblfuYxRCIqxs805+3hNP7pFTKHfgj1Wtee88uzbObIaT3r/ZchwLQg1YQtIsZKrMZhSbakzuZCUQiyKzLXxKyaTBaN7qIizNMff/2xpnzfs/3tmCmYv3aTYy6SFAQCTma2bl+vjbQtz34jr4/PY3TiUDKTjfIIiUgTGGb7YcR3l1C/z+JPjYNNptXvNuIrz7OkF4t5FGrXkXLluHrCs3Kvpdq/HbrqtIXWIsHHQEguNVq6/NNF1MFUNx6PR5LbnkGCJS2j1BWUFvMsl0bNGtEENyiibYpKSok23elXfS3LsLDZZJKbz7/CLe+DwPUz6w55YQUArvZj2IPyBi476TaDPQIj/3712YqxOh1Aj+VmozDt4OH4DsF57fYBjUvHP5RaF6N92wanBC6vzW7TmBZVtKTG/lRPNu5xMx2nglffhW11gufzr8UDfkBjfN1jWnljuprtQhEUSycbi8EV/kHMWUD3bIWmO77Cqqjnl51NpFpatI4/J5fPaVL7FD2zdJdZiepvLR7aAbs71hVc/bjP3bxJRk1wQrvM1EifSkoo6gHkktSO9Za5ocmsTJ3mb43PXMZpL7HTghKYV3Xki0W9d1zWFtrWgShvi7XWX4cGUh5i47qHu++GQTtuRXKo4xxrAh94SuRthMmExPU1Zvh0fH5p0xlc27tkx2OxvRxM+7EU7MZmJu8w79j8nOjnBBMFagyL5fdcul/F1a1YwFaw4rl8NT4PtOtD9ngugueDmNcMCh8L5kw1HF73aPH/NWFaGq3lxLa4aptxkTu/bOEN7V/bleL+UPad7Vmw8jEd4t96tqTd4T5m0mpoJjHB5CaRIWWVnVxdLdpBtBPUjvWaN5l7OU8jQ3m2EMONXQ7siqI1lJSuG9pc358l69lbY09Jar6oKd5rFK+z7L84pr8fG3Rfj721s053ghVS1zaoT3kM272x1OqBZgGWNoUXl1CQciMC9ngDHDRFpbxOBvJ0Kg2tuMmXmLHZ+9jDEEdAJmmPliNVvpkDDr1tT1MO3DnfhuVxn2HbGytU8u+PolOZ4g4keaK9yPO9W8q1m5vRTr9p7ArCUxivLJlGYIZjb5HQ5s3tftPYFZS/c7X9WzkVy2eVcL7w4ERrs274qzCdC6Kk1iY7hfIi5mM+ExJX3gMbT723XTSc9ky1VkjLzNiCID3D6NYi8sG4mKvJko6G5YZQD+8c5WR1YdyUpyCu8KIdHeq1bavDOTianzGStvRlFUWq84pxAmVQ0rQyW8S0K6WljnO6BdhdX4y+sb5Q0aQHg2azVzF0VmKMgZXWlX884Y09i8/2P2VsP0H66wDrokMv3O19QcRrHSYZAmHLnB7PKUpsNrL6AGQRDRkcb149FG55TGtiaVM4NIUZfGzB2hkw2r81YVYc+hGjQ5VKRphH2d6pL2DaiVW5Fp3p2bzVhG5o4hChOnOPTTsfSco2473x7/Xv77VEO7xgGHnhMQdXn034/zemjJLEGPq9eipYdyX56gMpuRn4EJuvfpSiamSS+826lqkTHthlVVmmiaOC9g8gGWgjcL/6kW3tPTXPqBgrhDH64oVOR/qLwRALCRC1okmLlP4Th6sgmVdfaWY8MbVu01Zo8voEkb9TIgY7r3N7f6D8/6rYI06W+W0acHv4nY5P7JgrR/AkiN8hJEqpLGrZT6/dFpT4023jlB3a3xdu5mNu/eCMxmnJoJqfsivb5J6pfTNWYz9nsyqf58fhHVJiZIull2BbOZELEURtUmV9IG3IraVvzjna34vzc2Oc4zVpr39uxjAIDmLH2nGvKGVak+mAtMiH1013379mHChAkAgJKSEtx5550YP348pk6dKn97s2bNwu2334477rgDeXl5jtPaJSmF9+Z2ZzbvzW0+hRDI7LibcfASeeHa5RIMvcOoZ/Q5+yrwv6/laPPjri8qa8CpRq35Ca+VcNmT3fHVpmOYsWCv7jmrDavhdPoJW9tjby/JmP4yr2mHFDolCIJJumCF1TZ1YMW2EvgD1vbsGSaBszobo83UPLzmvQspEwgi6eD7dX+UriIlM8GohHeVNpePYmm2MOANOO/D/U6Fd9X9G1s8hsK1WvPuRLjlFTePv7vNuDzQjtWdKbsrZYXEddS51fvxXt7HCIjG5qxGG1afnLNd9/jaPeWobtA3rQnn6XB8N8onZHIkCMo2E97fJgnv8hnEWvM+Z84cPPXUU/B4gori559/Ho888gg+/fRTMMawdu1aFBQUYMeOHVi8eDFeffVVPP30047T2sWR8C6KIqZMmYJx48ZhwoQJKCkpUZxftGgRbrvtNowdOxbr1q0DAJw8eRJ33303JkyYgD/84Q84evSoXtYKWhwuKTa3KtObvZ5IVpn4TsUlCIZBlfQ2WkpBJvhOkKkE5sMhbTuPomOLQW+j7jikX2rNtz/0W12HTjzN2EVUmQzJZbOW3U2R3nFpVQs+X1+MrQXhDcjJvuN/za4yPDxzI/YeqjFNxwcvSfZnIggzNuSewII1h60Txgkz71ZqeFeRW1WODewg9bduVxR6MxP1tqm3mQhc4Do1E1ILR60dfkPhWj1eOhGsbM99uCzD+Uc/oLZ7/HjotQ1YvvW47WsSaTYzJ38e9p0qQElzmWEatebdTs4fLD+IIyfC8ov6mthFlZVW3JXfjUsymwndR76fGBberRyC2GXQoEF488035d8FBQUYOXIkAOCGG27Ali1bsHv3blx33XUQBAEDBw5EIBBAXV2do7R2EZiDFrV69Wp8//33eOGFF5Cbm4t3330Xs2fPBgDU1NTg3nvvxZIlS+DxeDB+/HgsWbIEkydPxpgxY/CLX/wCGzduxGeffYZZs2aZ3qe2oR39+/aw/RAEQRAE0R2pbq3Fw8ueAgD89ad/wn+cN1w3XWHNEUz5/hUAwKJxszutfFaM/exBAMAnt7+BdHd6gkvjHKn8/zvyv/HzwT9RnPMH/Bj/+UQAwMxfT8PA3mfF5J53Ln4YATGA/7r0Zowf+l+2y/jsTX/HxWdcqJtm/bGteHvHv+XfNw7+KR4YOSGqcpY0lOPRVc8pjr1881MY1PccR/k8ueYlHK49hit/cCme/Nlf5OP3f/046tsb8dNBI/DIT+7D8zlvYW9FPvr16IsAEzHn1hejKr+a8vJy/PWvf8WiRYtw3XXXYdOmoCnR1q1bsWTJElxwwQXo27cvxo8fDwC46667MH36dNx11122055//vm2ypJmnSTM7t27cf311wMAhg0bhvz8fPlcXl4errrqKmRkZCAjIwODBg1CYWEhHnvsMfTu3RsAEAgEkJmZaXmfd5fuw9aCKggCcFp2Bhpa9DXxHzx+IwCgpLIZT3+0Uz7+13FXYvXOMuQfDc9ibrl2EH4/+iJ8/G0hNuSeRJ/sDMyceJ0mz3tf+F6RNwAs23IcS3OCKwZn9euJn105EIvWHQEAvPLQKJzeO/hMm/dXaCK/AsD7j41GdUM7/hnSQFw39Gw5fDAAZGelaTaDXn3xADz02x8DAB56bQPaPdH5YL18cD/8bdww+ff/vroBHd4AMtPdmP23n8nPPfjsPjhW0YTzzuyFp+8dKaffXVSNt77I1+TL1xMAPPr2ZtQ2eZDmFvDeo6N1yyLda+rd16BnVhoee0e58fXZP16Lc87Iln+v2VWGjHQ3PloZ3gR71Y/OwJgR5+ElzkxIKsu0D3aglHMFdedNP5IDZj3y+ysx9ML+mrI88YerMX3+bgDAv/54LQZy948UKe+5j422vUnqn+9tQ1VdG0ZeeiYeuPUKw3TbCirx3jfBeATqZyKIVGLizBy0dvgdfSdGNLV58eaSPNz+swtx8aDTLdPb+d748eWvY6/Eq4v2yefU/Z+E9O2r07y1dD92H6rBOQOy8ex912quq6htxZmn9zDVzOfsOyn3hbfdcAGu/nG4ryo6dgoXZukH2Nm4N7xSXlNjHoRHKv/k/xmBwWf3MU0rIYoML326R963xfPWpBvQIzNNkffvR1+IW64NCyoTnl6JNycGx4zSqmZM+zBY53p1vDTnKJZtOS7/NnoP/Ng97KIzkHvkFAad2QvTuLEtEvKKazFzcbAd9Ahl1dzcoalXnxge12trW5De0TOq+8qEVK5tbV7Ld8nT0NCGGqafvqGpVfG7o8OHEycb8MArG+RjHzx+Ix5+LQdtqtUqqf6/2XwMX2w8Jh+rrNd69aurb0UPn7MgUMUn6oAs4Gh5s+J5JUV7R0ewHo6dbAAE4FRDB9xpIv7zb18p8nnm3pGypxl1mxkwoLejMrm4b7S1tRV9+vRBr1690Nraqjjeu3dvR2lt399JYVtaWtCrVy/5t9vtht/vl8/xN87OzkZLSwv69euH9PR0HD16FC+++CIeeughy/tINu+MwVBwD57XLotI12l2QguK/xzB519V1yYL7nwZAGP/5AxKH+lqsxm9yKW82Yzerm7HGCywqG3OjWwc7UZXlQadQMA62qux2Yzy2KdrDisEdzmdUcaq6uJdc/JX8feOZ/CGeCyXdihccZLZDJGaeH0BuW+JReyCNbvKUHyiSTGpN8NOz8qbpUXrKlI2m9GZpBw8Xocn52zHxyuLzMuj2XPF92MmG1YjMJuRoqEWHKuz3Isz8fUcXcEdCJqZHKtowuL14bFTEynWkYmFvbbCp5LrLQbDqe2NvHGyeTd6hAVrDmPHwaoIrtTbfybAG+UGbb1o5ZGMtVLduQxEVundNraEHJcwY1ksVlx22WXYvj24HyAnJwcjRozA8OHDsWnTJoiiiJMnT0IURfTr189RWrs40ryrZwqiKCItLU33HD+L2LZtG55++mm89NJLuOCCCyzvY9fPe0BkSHMLOsJ77F5RYUk9vgzNJPVgLDgAzf4yH717ZhgkCqaRsNN4eTeTsfAGZWQmqbZ59xl8rHZt3hk3nHh9IjK5jaCatEzf242d1ycIgmFC9WSH3xzGX9Lu1Z+QxFoUdtQcbSbu8JCfdyL1qW9Ruvh1yrYDlTh6ognjxwxRHHeq8DDdZ8Od07MBZyZBAdUYR4oEjpwMaik37a/Avf/vUuPyqAoX4ApoNrZEsmHV5xdRVFqPVz7LxQ9/0BtT7r7GMK3Z6nC7N4BnP96lOKYN6GT//dtuKjrOJWKhDLM7idOdPMQAvZw8vgC+21WG73YBIy/VN88xe3K9iZ/XRrwW5Q2Ud/AFtNc7m6RJ+Qavcak3rKpcRbrdAvyhM3rE8h089thjmDx5Ml599VVccMEFuPnmm+F2uzFixAiMGzdO3iPqNK1dHAnvw4cPx7p16/DrX/8aubm5GDIk3GEOHToUM2fOhMfjgdfrRXFxMYYMGYJt27bhueeew9y5c3HOOfbsnNRBiowICu/h71PaTGrH2Yze16/3Yl9fYu6+h4HhWEUT9hUbB/lhUEY+tdN+0t289xPr9I5h4byNNuDy2PU2w1/e4fWbC+8wcBVp44H195JzJzlcRsI7vxqSYi5bFEGwUqvoBCFT3xQW3iOZhL73ddB07PafX4iMdLfjvtKOzK0Q3lXKjdwjp/DG53m2zUsk7aZyNTBIms4xOzCbwrueIGWFzy+irim4+n280pmpA0+HjU3BDNGZhurmqVMdsVCG6QUXBAC/6Ee7vwO9MyQLhfho3uOB2ttMQBQNlXl28elMGO0EcFQjBbhSa97DQZqCddsjMw3NAIz9vPN/2590S5x77rlYtGgRAGDw4MGYP3++Js3EiRMxceJExTEnae3iyGxmzJgxyMjIwB133IHnn38e//znP/Hhhx9i7dq1GDBgACZMmIDx48fjf/7nfzBp0iRkZmZi+vTp8Pl8ePzxxzFhwgRbswvbwnvoA5JenGRWZNqBh16WP8Dwl9c3Kk1g9JJblKGqvh3pacYCqlQeux2sRHp6+NXE4pM3uyW/XG2UzI77QjWKQEIGZXLqbUbG5MWoT/EREvkOlLfbczroHzxeh52F1Ybn9YKDxBKF96IkHxS6AjsOVuHEqVbrhCmMPyCivLqlUyeyfHyOaMxm1Fc6FdDM7sx/X2qzwsWh8WPl9lLT/Ns6/PjXv3fhwPFgkD89m3bbHmiY8k++3swirPoj0byrnpePP8Jj1hcC+qucompcZIL9PlN93qjNijrjbjTCe1ObF5+uOYRag+jir+15B49vegbt/uB5vlTxNM0Eojc7U3ubKa1u0TWbMbpLU6sXpaoJnl/HNWVE1SBr3pWyVjgeoxRhVdJKCqYxBiIuRxLhSPPucrnwzDPPKI5deGF45/LYsWMxduxYxfmvv/7acaHszvakjkrWvLsEIMDAwHSCNCmPSILbt9tLMXb0RaF8tG/Tamb2ysJcPDnhatM0jKk+YhsfmTKARexbGT8gKbTfoT/LqluweN0R/D5UNy02bd6Vmncr4V1f885/YIfLG3SvNdO8q1+ZQsvFXdRmpHm38VXPWJgLALjGYKOUeoYfa5yu5BCR09zmxTtfFQAw3hjXFfj420Js3l+JSWOvxI8v6JwN0HXNYSEomu8kFvbyhijMZpRjU1ZoZbHDwARPYvuBShw9Gd68p+fn3a7vd6b6oVQMmdi8R2Q2E1BoQz5cWYjrrxyoSiNi4VpzV58deiY1TKl2kASw4N/m71Pj+tjOartM5NL7wrWHsa1A36acATjeFJzE1XXU45xeZ6uUOLFym6iPvc/HxOZdVT6/X3S0T+LR2Vs0sptXx7xIRCRmMyEFrUbfrNS8i6IIuKXj5hUiMia7mkxFkjJIk90+XBL8RNl3rvQiIwsbrL5v8YlGWz6Arcur6qRsPB+/hBoL4cwsbLXRxs2V20vl3602V0P4jK0GtKDNu3kUtOfn79G/WBBsz2kUNu/ccf7dOn0/VugFB4kl8dbsE2G8vtgMurlHTuHh13JQZRIRMpFs3h/0W158QrvpMF7a+IbmsEOCaOTveK4WKBQSqiX/zHRJeDcXctRKCj2bdz1TGssCAYogTWbaXT0tqBU+v2hpI761oFKxgqKH2jsJEHoMhd4o8j7N6LkVe1Slv6OQ1xosnlNC0rxHajZT09COBWsOW46hPPKmzt612HRC37e+2bOrzWYEAfA56Pv0lK5+XZt321mGrzHSvAtKm3epHbgEQXeeEu/Vj84kKYV3uxUsJWP8C4N+45AarZPv9t2vC+yVw3KGB6WwbOP5mMHfsYLPU0/7LZ8LmSa12dW8c39LA1pAFA29ytjxNmN8L0Pdu+KXkc27kdlMLD5w5vAFenwB0yVvs/xTzV6/uzLnmwK0efxYu7vcVvqDJfVYsOZwwgecDq8ff3xpnexyL5bwmvdonlOUx4IIMzC5kO9n1JsyszKCi9e6mmWd8knoadnTbJrNqLsWpWmImdlM5N5m9PiuZD2K649j5baQC0q3D3DpjxN6Nu/qsis071bvUa2LMhLepeA+XETuaHStdieYHVGazbzzVQG+21WG5VtLdM/rjX1S9pmX7sSCoqWOxwVtkCbBQPNuL9+Wdh8OlmqDDp1o0Te9MkXSvKs2rLrUmvfQ/2pTZQn+0Hc7y3Cq0TxCbDKTlMK7XeQXFvrtcoVfpHqGaacdq9OYCbWO8lYvbdrIN9bCGWNAdUM7npyzTWOKwj+ntg6Ctdva4ZOXiK3uIyEJ7395fRP+9tZm3bSRepsJJtQ/rH73/CqMVJd5xbVYvTMcbS4arY9u0RxOBh58ZQOmfbDTMp2TPIlkI9QObb66GQv24rtdZTgYspPuLNSrliWVzWAMCr/asYLX2Kpd6DpB3adKj8AYw0crC5FXfEr3OjsrtIo+TSWEZmUG+8TymhZTF33q8umazdjUvKvHBt4cw4nm3eMNhF3rGeALiLra2tr2OnxZvAKv7n0bVfVBAajH1WuRdfUa3XzadVYmtOOaE7MZ1ZUGcwxZ884v1EYhvds1z2rzS0JhZJr35lCU+bome5p+wJ73HrNVFPXETxAE3VVHu0PPq5/lYleh9pv44thXEUReDaZXR1gF950D4fdjmD1X9sXri/FyyPw1FUlp4T08ywrNymzHTNZH3ZnYF96tOhqmmoE7zDMWwiSCARQqatvw7tcFSuFSNO5gJNdorR1+9OrhLPqdtKu83eNHY6vWX78dm3cjzN60+pze+5m5eB/KuEBOyuqOxWTJfh6SHS2/IdJKqFBqrIhUwOVMdpfpbDMbdcuzu+oWCYoNq1E0ZKkfUX+7J061ImffScxcbOU1zOQc962pzSiz0sMKDWlfhH75lNKErubdbT4c+wMiKuu0bYGvN1NvM6Ky7H9/ezMmzdps2lfJmvf0DmRd9T3c/YLBBf1cXoIAjLz0TPlvPfTMT4PaUe63EwWK6ryV2Qz/dzSuIu0qTTwBr8797TdwyRzLyFWj3jOos3cqIAf0zGai8DZzvLJZ1phr7uXUhMsVWjVh4W+krqkD7R3BfMJmM2KobQi691a/v+p60rwnBOk9SP2iZDYjMq0LILljMPlu1a/abiAGq0FH00nZMZthwWh7c5cdiDpQAgAcKmuQbVr9p5XC/cNcSE/MDywazXsgaPLS7vHr+rH/aOVBvPOVNvIqYO0ejMFI825DeDczeddI77p/qu6p/7cetlZODPLWw8peVjf/GK/MpAKMMSxYcxhFpZ2riY41dt+XJOCdatD3bBE3VN+Pnr1yLPAHRDRxk/qovM1o6tSegCansnlrtQZZMpuxwpbNu4XyadbS/XjivW0oq1Z69OAFIdHE9E4tMEnBscwe3ecPat7TzjgJId2LjIuCUUUFznzhmkvOxJmn9zAtu57tNuP+Df4lqk8aot2waiC8c2YzMjHUvBu59wwLzkznmDWSi2Ujt4r6ZjPKY5Kg+umaQ7buqW47gmBkNuMAA+FddKjCEOR8wvX9wid7ZKWgtPoUfGbjF6yuIz4YZqqRuiWHVvNu2vnZaSs2Z/Pa6yw070yZuV2b91lL92NLfqW9MjjAd/ZeuPqfhJAd3JhmavMuMnnw7t1Tq3nP2VeBHQerw8tV3LNF6irS7hhuVI1qrYTCmY6hhkb7fg4cr0PuEe1yO9+h2cnPqPG1e/yYsWAvcg/rL+mb0R03rB6raMZ3u8rw4qf2omcqr22y3FRnRKxccco+iW2mH9A3KBDVJNgu02zTPmMMC9ceRp5JnAsjGlu8EdsEq5H7EVUWlnKaQz/v6rpIszn42zGbsSqKVMelVcoVw+qGsDbezJOH30Cwt6V5V0WsdHHC8K//43xYlV4vgFPQ5Ic7INgfI7VaZvN0LoFboTfN2Rx1udz8agl3TtJiK0cB55p39QZpNfxYZ6R5X7PL3h4bjc27AEeuIp2g3hxrG07zfqpRu19GtBh31e2kR6Yjh4tJRUoL79J7kj9QF6d5V6e1k58qlV2zGev5NFMubdqyeWcOPLxEhqtns6Y86s7JHxDlcvQ2MZtpCNlO8ldH6irSnubd2hUUlyOXt1UKoKnFi5OnWvHywly88XkeahuVmk/eDtCOJp9/xLYOv1zfm/ZX4GBJPT5YcVCTn6UplmI1IXbSe1FpvaUdbKJwHO0vRLvHj+fn55FhvQAAIABJREFU78Fn35u7szMi1l4I7cqoZ5yWBSDoeaIz0ZjNmAjv1fXtWL2zDDMX73N8H/Vkys53X1XfhlU7Sg21jBKSbGnb9NHsnEIhoa4Lm2OEWujT2Zxqt5mpn2n+d4Xh+xg8b1ObF1UN+nEKzKrdFwh6m2FMWV7e9njQWb0tJx62olkLTK5rp6uJ81cXYcmGYs1xP/PC1bsOioDcEbqbaevwKyZOAEMaNwnjBV1plUNpCmT/maQI616rMdQkf71xwesz/pY1ZjMQog7SJBiZzUToNtNMWRY0Pw1p3gUGwcVkBaV8X9UEloT3BKH+0N28UamB9G722WpmrjGyeVd7m7HzDTMWvMTdrwLus47bKodTBHdQKNfz8y7hDzB5ebWXjuZdQt5Yw11vpTVgsHYVaYRgls5ks7KRoMu/wzeX7sdTc7fLv5//ZLciLS9EGrURvbJ5vAE8PDNHzi+aDXrx0LzXN3vw4qd78fi7+m7GEk2kmtm6po7gJDRC2+1YmSXJ3ZNBfh5fAM98tBPbDwQ3eUlLup1vNqP8gCRtc0a6C4wxeTMdELlJzeqdZfh2hzKwkZ3PYd2eE/js+yMor1EKomGbdyVWYeztiHF8nm0qDbJdB1Fas5ng93asIuz73W47UwZogy2N9csLcuVAN3aQNOs+vxisJFFZU07lX73VG1Ea5ORMGaojnKjuOFit65mlkK1H5qU7gNOq5VtFajXz9Ec7wj9cfvQYuQr4QdgkZVdROFCVvDk4QiWLldmMHup3r2dXfrK2FQdL6nUjn2o3rEauMAlnov/MzjesBtHWYfB3q8crKwsFAK7s4HeVdflWRepAgAU9IrmDfVjPTGsnHMlK0grvfXtp7avVSP2h9D/vKlL9gdoyVVElsau1sfNN8o3OntlMME3GRfuQcX5h0A1XrJCWQNNDwjsX6lldsqDQE0yXnZVuGJCqJZSGIaw1sPbzHq2rSCVSx69u1Ez1Q7f+TW6p3vHv8RvvEdDLUHqeppDQU3yiSfcKHt5Gs93jDwZL4VBUW4yEd2mFxeMLoKXdl3S29JEWpy6k4Y3UptrJdS8v3Ivp83frnhO4/kmPA8fqcLyyWXZRK6Vr8/g1wYHMaPa2YMauWThUf8Q6sV45Vb+lDas9MtPw71VF+L83NqE8tNnbbHAPa8O0LFx7GHsO1QAIm+NJ9VxV34Y6gwiWUn5qYVBkwT1C5TUtimfwO9Qc1jZ2YPP+CuXkmDuv3sdj9xtRtyHGgL+9tRnPfrxL1m7abd8B9cfPCeVGQlF5TYuhIKX3DJItt98vhurSSuQ1L7x+kCaVMCaI2LgvuCHWzj4yPeqaOhQR2muF4wAAV8/GqB1b1HCTaFdIoyueGRbeC0vCe3H8TNpPEJnmXTKbsRLezcxm9MykNu2vwIxFO/DIhiew6NCXinO63mai3W8Xqw2rMqr8uBW28DdmEohKZMgavhY9rv4eAGne40K2Dc8mas277CoSLMKlMW0HawfrjkapYYhkIuHqHcNNeoFg3QppXk159DzuSEJddo90XHjOabpZtoWEdzAmawytltxEppw48Mct0Xm9MxeFlu7Vm5W5ZzpW0awbeMKJXKfQvBu8S6WdvbYcgH2Z+6HXcvDIm0pXm3phv6OFr7a/vL4RH64oNE6cAKLRvAP2N6Br76s9tnzrcXzHuRqtbezAvFVFOHC8HkfKtUGOADjeHcm3Fyca7ryTR3C8qRTrD5t7WDFC3XVKgnLPzDRsyA36aJbczeq5AJT4YMVB/HnGestAd/37BM2Dlm09Dp9fxD/f3Ya/v71FN61UI2qTPCYyPDlnO/KPKv1K+3X6F918Q3X99Ec78f7ygzhU1qA5B2jNPyITuJXXyZHC7WWl7TM5AYmBYcmGYtz7wvdYsqFYubIp8EoH85U7yW2lrHlXmc1o+zLzb0s3SBOC+x74I/KqjpXZoEFt/f3tLQq3xJJ3Epc7PIGK0imdlLHpaT3h1MkmzfR0F4SsFkead40pmU4ZyttL0ePqtQCADeXKb0xrNmMQpMlRNxy95l2x0mRwbwYx9PwMVsK74ApnQsJ7HDi9V6Zlmt1FQc2NqBbedTTv0ks3cxMVqQhk7SpS5c7LTrvVCO/aYAeRIojBBqtnNqNZfeDMZrKzjBs677lA2sRjpVVnjCGgU3e2bN6lm3EYaev4cny3q8ygQ7T/9nnh3ZbnIKkcNm5h1DrVAlBctOIqqW3T/grF7/W5JzDnmwMJ08hHqjmXVk702pod9J53yYajWMCFhJ+z7ADW7T2hSHOkvBEnasI2smZB5PRQTAAdPHvhyWC/2NAaG3MbXniXCT2LPGnXQfJuxbtA1aN/yLZ/W0EVNuWZB3CR6k79DQdEEe4zSyFkKF0pWpnNqL84SWvb3MY9F1f1ar/XdieUWs17+LcAAf6AqFglOFzegG+3K82KJDTewXizGZHJ5iPLt5bgTy+tlycigkLIhzIPFZJNvlx/3IZVf0DUCF9WJiF6ihzGGF7/nJtgCuGxxnKINLkdfy/JNt/lEiEyBlefWvjSrVc+LbEQ3v3Mj4AoqjTv9gXWItcaZA3dBF+G/XHfjuWAa2CR4fXaDavx8zZj1+b9eGUT/jxjvfzbaJLIWGhfoWC+RqRW4Fi5Z01mkrbkPbPS8Of/7zLTNF9tOgYg3GjdLuPBkYFZC9kRyiRW1wXPO1s+E1lwJ77oCXqccPfhPuK0aDcUhpp3aAYaCOhrZACt2YwRknaeMYv3oBg19DXvdt7D1oIqw4HZymRKb6nfybvnBwejiZjingabsKJRAOlkHzVW5fn3t0XYWlBpqUmNF5Fq3us7wWymSSeOwfT5uzH5/R2a4/b3avCrK5ZFkKloaAhdE9lKg9rNrqQ1zeKEdylFa7t1W7Dy8tM3O6yosdonI1We2nzleMsxZPzwADKv2KIooFOzGQlFYDeTdJEK7+r3+fe3NmPOsgPy72VbSrBo3RHdiY9mNUFh86593i35FZp0/GRQT/DmV08FCGBiWFTw+AKaSUxkwjuUfusFFjZ5sRpTzU9zSMJ7UJjNvGQnyk5fjmc/3qUI0sfz3a6yiN3RSs2hvKYZf3ppPY6eDK/C6dVRU5sXby7JU6z0AECdEJyAsXTzGA9m5rhG3oWM0LQdxqLesBqtzfuOA9WK30afW1Besm4V6glNNO5pE03SCu8uQcCgM3vbSqsxm2HaCKtrdpXjX//Wt0VV56P+2/L+lj2N0iWWIyEk1GkKPZsAtw/ufhXoMXxdjDaxBsth1oADIpNtXrN7GGve+UAukobRKgCTyKy182ZIkzc16nc/d9lBxW9PlO6vPApvM4breJo/I+kn7LiijJUm3K6lmUdvKdUmosh0A83YvTYS6pols5lINe/q39p87DyTHPUzArMZJ89e0xLULEbq0UGNtElTr320mmjeJVralBMbdf3xkUV5BcG2A1o3uVI1qIV8KaKlkKYU6v0qxcSeQzV47t+75Amo9Ex7D5/CZm6liTetMPu+7FaxWfRLkTE0tSnrsbIuKLRP5jbOS2j7VS4vnbbVq0do/xhnNsO3Db3Hk+rlYEl9cEWJ07x7vAF4/KpJm4Um2kh4V96TcUog4/x8ftEwYq6EVN9CqNyCW1SsWByraMLCtVrvU+0ePxasOWztjtboeUP3O1oZFP63cq6e9cb9WUv3Y+/hU8bRi1WbjHccrMK/V+lrz9XNwqlduTo9g5GrSCf9qH3hfduBSpRUNqvSGX83fP4MLJQ2pH43QCO8J9m+LickqfDOUJK1AbvrtB2XHrLZjIUf5WMVTbaDNDl5p5aad9VvOxNiuVGFOglBAISsVrj7BTuDtAH2fLeaFijUMQQUgqAyKe8qsqeZ5l0ym2FMHoytffUaRVgFik80Krxa6HHSYjneCH3Nu/0Xzi8lGnqbUeQd+l+9dG5xHaA/AfIHRFvuKqNFWkF5eeFexUDHb0TeVViNguP2l3a/2HgUT7y3DfuPOvcLbm0CoU+0ZjN67lP5v/XMtfTahdOAQHYjZ/LUN3vQEWgPXRMb4b29Q6sNPRyy67cTfdVvYu8NKDcQ8sL7+6pJN18Ij1dtn6t2ZRiy2ebe1Xc7yzBr6X4Un2zCjoPasO3vLw/fT6F5N6l6u3bMmu/Y4rLaRuPVCrXZjKCwZde+czkytoFXGqsVUrVW2OML6JhxmT+QXvvVCGKc5t0st682HVNsHtVDbpeSzbuLgSFKExAeC+FdEoQ9fEwQ1VM1tnrl/TFnnd5TPz+3sszvfFWA9XtP6FaQZtU8Ss17fbNH3lQeMQb15PUrJ6s+v4j3vj6Apz/aqSyTibmZIp2Z2Qw/aSXNe5wRRDSkHce35d9aJuUDPbgVmnf7Rgk1De3w+QMRa8ftmOMow9lb522cZfSNjUkfVOh/pbcZtaDCuYo0tXkPf4zSe7CjVddzFVnX3IHn5u1WuGu0ReiVW7375jatttCJXKe0eddPo6cZ59vAN5uP4bPvrb2B6NXhMx/txO5oO1UbZIXclR04Xq9YYuYDrrz9ZT5eWZhrmMeOg1WYsWCvLPCu2hHMp+CY8z0cfr/xS6pt7MAHKw7KEfckGGOy5t1JR11V14aC43UoqWzW9AX8ykOHN6BrRqTXrqV2KRXD5w/g+z3lCu8Y6rJL2C178YlGIM0Xuo/14P3lxqPYXaRcmtb6eQ+E/g8/59aCoBLByP0mX3b1ioe6PvmAP7z7c72Ja1FZUNhR27yrhXcJ3sRkIfe9Se3EsKfgNe9GaaD8/vv3Md6npTWbMV850xt/5BVNdX9t4SpSDq7nwGxGysc9oBRCltJTjccX0EyElbbI9tqqpqhC2ETTbEw9Ut5geE5C7eVIcAEBWE807Y8DOpPzrDZIDUfaFOnzK1d+eCSPTYDxqqfgCpjKImYbj51qldX9hdrLWvhG9vM08vPe3K7sp/WE9JZ2H6dNN7h1qN5EZrxhNeuq7+W/1TbvKax4T1bh3X6Nenzhxu0ysbU247F3tuLLTccUF9Y5iMZotIwl4Q+IimV1WwMx0/wR/BCkdsnsT04MkYR3kw2rAENrhw8ClDavatpkzTsXLEvng1RPkPTqQtK46wnZsaC+Wau1caR554Q3ow5S7zBfz19sPGbrXnoCjNrHdbyW/ox24kseN/hJzDcGy77vfFWAgyX1svZOGlTdBmHFzTBzl/j+8gPYlFeBpaFALQ0tHjS2etHm8cvvy67r1+OVTfjne9vwysJcPP3RTs275J+7w+vX9Whifq/guZXbSzF/9SF8/K2+V59IlAnFJxs5L1LBAa22sUO3fX+0shBfbz6Ot77IV57gXk1AFOV6P3pSu9FP2rAqubaT4Cd46vfGf/M9MtOUAruJaVNhST2qQv2o1tuMKrGFzbu0RyGQ1o60c4s0rnj51mnWN/DPcqaR9hTm3mbsfr1Sv6ppW7xQrlNWOf6JoOy3XL3q4e5/0lDzLvRoRsbgA8gauklxbufBao0tPnMwZocvUv0WGPwBphknNNhQzMkRv0M3ccGl8aaiX6TwjVduK0FpVbNuOj2hNH3gUQghTTkL1bVH4ZlM2Rb54GuG37croFllMiy7ZoXQodlMpFFPTdF/riU5R2SPVYC2TS9eV4y/vL4RR040arwp6eWvbDOqmAScKZ169ZbMZmKNy34jam33azXvMNaoGB3PO1KraBaPv7PVIKUWKyFzzrID+JIT1uzIEPJybCzcWqkJdSzScqsm6AcHY0HBvGdWmkJDpqaV8/MuhBat1R9GfbNHob1jzEjIie6hrVyB6WkUnHzCvNmMHc27VA+24wZw2LrGRhKPN4DVO0qRs++k4SYk9a2yMty6wkB7aKL2wCsb5GNf5BzF6h363jEAbT2pN7wt2VCMXYVKDbAaM7OZ2pDpipTmr7M2Y9KbmxTv2q7Ne5kiiqJ2EsrbgXq8Ad1y8e/tVEM7Zn+Zr4lCfCI0CZP+V79Hxf4Qm23nyIlG2YuUCBEbck/i0dlbsG7vCUUe7R4/cvaFPbu8z22W5LESHFpD33MaNxlb9P0RPDwzR/6tFt75tnDZ+acrPICZLfWXc5571OUS1UGEEKyLBTp2zUBY897cfyfSBx5D+jnKVTDF6p1J1dvde2K2/G9XfnDrdWwMlpp32QKTSxdgIjIv246MC/Mg6gbKYxDc4b6av3bl9lJFVNfQncN/2hTk9cxmgGDfYFYndkaHcNAuyVuOC6IN4ZR/T4vXF2PeagPFnNUzhsZWn4nZTAMXyZpvHop+0BVe2TNSXhSfaMQnqw+huv0UMi8Lu38UmWjZb1TUtqKiNtj/2Nkjw5jDeN4G9VRe04zn5++Rf6vbrRTArbSqRWX3r58f/6xm7aNdE2QtdYX3pHRyKbjs22rxwWTCrtiYY/kvM8MdtyUUtd9nW1peHc27/u9IkHrz4P+KBqzK3ucX0e71IyvDuKkI4JfPg5uFXS5B80GqfTcz6Nu8R+qHVx6kLDLQ837hRPPOm03Y+fj3FNXglyMHReRn3M4GG72yt7T7UFRaj+FDBkAQBCzJKcaaXcF9EnVNHfiv6y+wzCcrI03XrWZdU4eui8CF3x/BmGvOQ12TR3b/x+dtFGbe4wvI7u0+ePxGTb4SZpp3SZjLUmmAeXt0u1qW9HRzn9ZKzXtAdzLEa+M/XXMYuUe4DXZMShO8TnJXZqadtTPG+PwiSiqbkT4g5G6PibJt9/zVhzB/9SH8oF9PTL37Gs0G2838xjruZmb3ra5vk/s2kTEcPF6HDl9AEznVrA3/8TeXKTaem02w+DPqDatqJaMgAIvXGZulScK7mBasByFDuRrnsie7255gaUze+S7XZrvUCy7EAFgFaZLFLQM/77zdvs8fgMslOB4LXfxnJ4hQ+4XXQ2s2EzzQ2uEzNS21YxEra96FsA99JtjQvKtuW6qayHMpzTOShXdjsxml17Lguer6Nrz9ZT56jAxl4w7IsRSUK76iLOM8Ny/oiKMorRCuXuHVsYAoWnqLeXJO0DT1g8dvtLcy4VT8MNSiBjPaWViNi845TX9iKuEyrkP+eFDuM1Pdhtzecm01lTXvSSm8w4Hw3trhC0dYjdBsBgguo3aW/2o7Ap9+WfhjUWin1TbvCrMZ5X3nLDuA03tnwm0SRbh3z3S0dfjkpSsBIeHd4jkZ068LMw2/VX52rq9v0RPe7d9Hz8/7ml1l2JhXgcn/MwJpbpeiU1j4/ZGg8G5RH5J7Nh61wK8XqVAv11lL8nCovBEP/fYKXH3xmYow7FvyK3HxeX1x6Q/7Ka5Rv4vMdBde+GQP1FQ3tKOyTj+M+dKco1i+tQR/+d1QDPvRGeG8GRS23bxwa9VOikrrMWvpflxkECAMCAtzGWrhnZuo2V35UNex+jJe895hoHlv5NqYNjqu8ruTtNZa4d2Z5r20qhn+AENmug8iglpH9WWVdW34blcZzu5vbOJhd6Ps4+9uk//2BxhmGOx9UAvk0nNd9aMzkJnhVuyXUa++tHv8YfMtLhu15l1P6Dd732rXnu5+VUgfdBC+0ksBqDesGufD38Ns1NJo3vm/o9S8985Og0f+aax5NzKv4d/x/S9vwIC+WdpnttA0j7z0TKzbYy8tV3TdI20dftM6sbOfLfxeRPl/0cJ7fF1TBwRBgPvMUrC23hBbTjceS6yCNIUEYV75oX43fL8hvYNlW0qUGbkCssMIxYovoFnd9vsYwPmUOHGqBd/m7DctJ4+dPTLOhV2D9KH6m/1lPlyCgBuGDQxfoWl7Su9ubR0+jamiiLDZjFnr6PD4Aa7rS2XNe3KazQhOhHd/WPPObVg1zlv/sJ6fZp7//OkPbZfJCieBfRS2dQJiY0ajEt7NzGYAWG4A7p2dAX+AwesP6XCEoAAtiubPauRtJtJnVK/AGKGvebd/H154kzqzT9ccRll1S9gDjk5+1pMZawFEzzWfXtkPhTSi1SG7Sl7YOdXYoStoqfNhUGqe+oU25FU3tGsiTUpIETj3H1N6kxEZw6nGsHaTt0Xmn1Fvo+crn+1Da4cf+4qNPdRIWqnMdLdigDnVGJ5k2F35UNexesDi32OHN6DrvWjah2GvCeoJhYSkFUszCGrm1NvMkRONAESIArdhVec6n1803GgKQLmZ0ebgZrYq4g8E3fS9v+wADpbUy88l9Sm8xxr1Oz5yojEcgZR7Fo+q/fk0wrtgU3gP9xVpPwgLTgqrGZMq4IUIs7oym5jZ7XqMtZP6gnj4XqE/FGYzisalSF/T0GHdH6qE14x0xS4BCFmtmn0E2nIp85DMOFs7fFGvgsvfUqicDDA1mzlW0YS/v70Fn35fEIwXcFnIWYKF5tgIyXpAaWLJ9xt+eSWUL6+0H4sFQqKZK4ADIW9eSreNwYL5AyJcveuQPng/fKoN/Z+tO+zIMYAd4Z0xh8pRo3pSmXqt5wLcaTajC0r5ZOLrG/HIm5tC50Lvl4m2XEWqI0KnsOyepMK7jub9rjFDdJO2toc/dN7m3Slev2gaijiWYXT5BmPUzDbknjT0QgEgSuuZUP1KriJNN6wGj5kK7yFXZG0dfoAFbd5dLsiBpowwsnmPdDYctu00T6e7YdWWByCG2V/mKzoa9fMdPdkU3Iirc63aZZ4avi6kR1DXhb7wbpyvZE9sJ8y2ug60mvigEFpT3w6vgS20PIFStWxp46QEr3Xin1sZLh3IPXzKVDDcWViNWUvD2qWDJfUKzXllbdAsIivDbVtrpLaLVAtlAYXw7re0C1cL71IxpOcSGcO2A5UKU5Aj5Y2ONe9BTzNhoVavHQLB78PMP3t4ZUDE0pyjlvcFLARckeFwWSM251dixoK9nGvf4Hmzsry2aJ8cn4OvArXZjHp1A9CpM7cPcAfbl3rDa6QEdLSneqjtyhVJozKbYQpPL3pvXM9shi+3bpRrh+aavL204PYja+hGZF2ZY3KFsdlMG6eQ08POwmxAJbyH1qE06ZrbvNh2oFLemGrfi5fFOwvd18fZc/HmSQePK4NASW1HnoSGzI4EV0DeU+dTtPnwN5p56Q6kDTiB9gyV+1OHSjA7fuGNgiEZvi8bwvvUu6/BadkZ8m/Nt6kym9GVUSTNuxAe8/RQm3uS5j3GCDZs0yTC7oTCg0Gks3azjaeR2mHrwXfyattgc6SZZZSYuYo0+DDNnr93z+CH19oeslWUNe8Ma/cY+6M3MpuJ9HtSr8AYoRbOpLKYITKGfUdqsVO1rC8ypvBH/+9VRViyvliToT8gWm6YZKrX29TqxbYDyg5ZL6Iln2tVXRvmfBPefCjVhR2PBeo6MPKJe6qxw1DzLmt0Va+AMSg073nFtXjhkz1o9/gVbUDt5emNJXkwY/aX+QpfxEdONCo2S0rfdI/MNI15WFFpve6kRuMdRVUvas271cRou+odSldLWtujJ5vw3tf/P3vfHW9HUbf/zJZTb01uSXKTm9z0ThoBISF0EBtK5xVEfC2oqIi+6mvv2AsqioovIkgxKKCo9IQkQBrpDdKTm3bTbjvnnnN25/fH7uzOzM7u2XMTfcPv8375fMg9W2dnZ2e+88zzfb4b8DjH/f7WH1ZInPdybYfi9b3HUV3NI7q2srvQNBKpz87u9eqWDry4Zl/ocXGtZNmCOgmbDDFAoLtMltad+7sCKzJye5add4Jg35Ke+SzSM33ZuFxfKbQ7ZZt788XIHlegzUQAl1G8/3IJvtizq5B3x2EpD74A4nGHOQCDOeqRGX0DTlj488ANdCWuZGltVQIqC6Pm7DrYHVnncWgzquQ+Kp33O+evxd2PbwhFqONIiar3qzjvIt1OKK9b4V7fY7sTft3y2o4qYZKchEy0ygbSeMg7Vb7P8DuFOe/+vWqyCTRwflDAeefaHr+SylvJsv2A9oh3s2mXKDP6Rua8n5LOe6Wcd4/rHMN7j5qVRSYF6icPW2U8knfluaOiDw5dnjtxzjtRcN5VVs6Zzrr67/mi5SLvfsDqH59Rqz0A4bSZfiPv7r+VaPzHtcVr9ikdyW3tnfj4T0Uptb+/sivQBHN90Xq9zPhjvv/gq4EsskqUkrvsz/+8ztPgBvxJpyrt/D1PbsTfX9mJlVsOYf+R3kh6CAAcOOp0nJZNse9wtMMhvwEZeQec5C9LNx4QdNJVCY9OxNi1TUMTJk+rtx7Gdx54FXc/vj5wTrkg4QDyHmNVg7f2jh7sPdQdCCaTNep3cjJ1JYuGytYBjoLSse4CWgb5A6sNWzkZt20aSZthTqgqNqQ/Zlk27n96i399qb8eMbh8Ju33f/cFAQ0OIO8KWbxyK10LV7eHKhhRm7qqOS8KWTJlE4N7w+/XndiD5NQFgOEqDnGHlsvmyShhYaAEj7ZHOWA8BZMP5mWrAlGxT6LZgQ9coKRI+2QZUe8egQI6Wx5btB1/f3ln4PiQy4umF0HSXbBsGSGmyoBVh2oGtLP+TBpv8wUL9z+1JbiyU47Xr/BhwgL2AeebKFl2wAchmuW1MRU9T+B+S/LRYRrrKlu/4wgsakf6R4DTbk0j+D4rRd75spmGJrzUQN6MmP6gk2SNln0G3t7IyPsbP2A1V0Jt1nkBXnIgGkFVi3ivUcj7yXQHbep0aIMGZJCJSHykLER/9HQFoxzyzjptfvauPiuKR84oRX0Fy2Gccch7lO0/2ivI1TE74dlwP84vd8/X9h5Xbg/LFCpfL18oxeJc852grOcOQEml4s+RKUFswJelGQFgkYSqXjq7VfgdNanbfTBMhcG1wODuyznK5WNqCQDw6yecAOkxQ+tOCirSyznvtk3x0rr9GDW0FvtcJPjV14Jp1uXnvvfvvizeY4u2C/Xd1VsM5bSHWXtHD77426UVnTN/wVZsa+/ErVdMwfQxjYH9W9ud9tnUYGCn63OXLEs58c4X/CA4lbF6jzqmEntpvbTyQBl44Py+/sIxONrVV5afW5IkOnlTgwDR39ujC7dBm6DeVyzZnmqOoBQkWRyHl1KKwwMWQQNta21xAAAgAElEQVRgNLSjtL8tFk2PL0s6Gc55l1xU5f0BCGgn0fj9zr98f10qUYDPOcWPO5ot3DVXyomTBilmLZSrH4Hu79gfnKhatu2sGEUMxqkpi0ASfeguzELJqhJuZcFC2Jcalg8AAJ5duQctTdkyhZfMqwNucsf9LU+eqU3xo4dX+5ljWV1oljc+85N99u0c7sxx1xDd1mRCgxqndo/nHuEHD67C4LkWNMLr4atWesJoM+p7hE4guO1JUxMANxl5JzGkIn2fxvtfLLMpxd9e2oGG2jTeOq88iHAq2anpvHMv68s3nY5j3X3CkjtvPfkijvc4o5WmndhCQiTyfhLN0Up1ZhjlUWIa8vdJsJi0GdumkZMeNgHxPzoCTYsOGAOAv7+s1gU/0dlwJWcnTA2Foo3f/yM60Zbs6DJjwYay7ZeQ6VyfVbY+AKC7TLp5lUPFX1VeWo2adE0b3YA5UwdjzdbDWLi6HQeOimWOeg+h2fdck9EPSim680VohDiDiktdMjRNQFos21mt+dJNp0dOduJmUWb0EFPXQOGoJ+kawbUXjPGO2b6vE22Da7zfvNOXSugCIi6vhBzpzGNATSXUt/4ZS5C0fvsRPL1sN2wKDG+uRm1VApedOdxL+JKtomDSI32lEg4eDa6Q5PpKSqlPZuy9d50k5102NgFlbTOVMDB7fFNZ550PNusrWEJfZdm2sI5MiNx+g225WLIRlhM1KqeA6jiNkNAVykgqSwxjQY+htBlE998q2kxzfRpsPYEl8+IpUjal0rI8d13JOX9x78sYVdvm79biOe9RqiK8lSwbh4/n8YenNmP9jqMY1VKjPA4ASMJp/N2lHqkvtEFJ+Pjuve8QZ7MogR/lUG3V/vaObjy6dSveOXdkQCDDsik27uR58JzzXnSRd8UE48CRXsCtDkrFSCPTjHbeZaTepjZ0ogckI80R60CLSZT2jsHO/V04eDTyqqKF1pM7gYczhvJtTV6ViBYwoSH/xjPbBuYvcOJ63jpvdOSxl19+OaqrHQd/6NChuOaaa/DNb34Tuq5jzpw5+OhHPwrbtvGVr3wFmzdvRiKRwDe+8Q0MHz4cq1atChx7onZKOu/8xz98UDWGoxrPrlBzp22beinXfdZMOK6h6jQNXXOXrMIHq5PpNtuU+vSScgefbAaIoF7j/M0nRlE9p80iQUIs4yLvf35xmyDX2F/pzf4kMxKsgtPnTBmM51buLX9giIU5xzslikO+UIo1KWGIoqoOKKXKzKx8NctUjKh3UFuVwIyxjUiaOhaubg8MDqpANmadPWWcd6laLJuiWLRhmpo74XEdEkWmVYa6PeN+89mUEUCqunNFVKXNwLmyMUoLv3Rv2RQJTsv96/cuxx0fPNPLkMkms9mUUZZ6sXHnUYxrrS9bjpNlub6Sx9tkWWtTCd1bYaAa7xSo6TG5gqWcJE4cUY8NO456yHt3zAzHF84aKihnlDO2AsO3kUomYoDzifOrSaoEM8I3dMIrlmpjE09dl1caKRJjV8A63iCsIFEaQxFNMvZNx5EtVNFmvERDnBPEr/jaoFi55ZBAbZLNbOXADc0WnNPndr2IwROaufLIzrt6lAsA7yHv6O4nNggSonEyb1ObCqszNqWgEeo3fr+pLkOgn4qZpIkfNp9ZsRvWQQ2nj28OUOQCq4zu9bVUDp2lfQAmC8o1Xrn5SaYt1rOoAKQwSYvfohZ0Iq1NEBtGk/Ntl/aOCZWDDW/P0Ui5abioewTyLjAx5Hon0r+IpkbLZYsSQ+Ctr88Z7+677z5v2zve8Q7ceeedGDZsGD7wgQ9g/fr12Lt3LwqFAh566CGsWrUKd9xxB+666y58+ctfDhw7adKkmOVU26nJea9AKlLoLqm/Lawt2ZQCmj8IDBqQwY2XjAMAdEYh7ycxsMF248hIpcg7CQ4CFRsJfghlOe92dMAqo820d/SgZNlukqbKnXCG0KiUIyqxuHSLH39sDsYOqzuhewVQAte27xOd95xLKYprquQawcA2Cr15B3rtLpQsNb9Z1sPljbU9pi8vcyqjJhudMQbQdRylyLIoCiULSUMTViuivtNHnt8KILjEDACL1u7Djx+JDmblra5axFhlHu5ejqLk6a8bWvkMo/mSEDD7r7Y+Bf3pqaW7PYWdIrgVyhAHIx+CvLP3wvy/SLUrAGOHOrr775jTBo0QJBR5ClTGVm14ZzROmIr8rfG/bUU7F9qvHrKiFdKPxu1D2EqYoUtJ6Ywi9LoOJIZvEvtBz3mPdXkAnPOu6ISfXr5bkM2MKxVZ4pRFKILxFrIR3T9edrK7it14bteL3MHS6l8k8l5+giVr/8eZ+Fg2Rb7E5ZWwbcAoj7yHTSCCK6xlyqApJgPutfOFUgB5j0qmtLPqadiUepmt455XloigQN41Ip5EEvFQ9tBXEkqbccrNxh6+ifCCC5HXEEvgHx7jaGZx45U2bdqEXC6Hm2++GTfeeCOWLVuGQqGA1tZWEEIwZ84cvPTSS1ixYgXmzp0LAJg2bRrWrVuH7u5u5bEnaoRWAAGELQkwe/jhh/Hggw/CMAzccsstOO+883DkyBF86lOfQj6fR1NTE7797W8jnU5H3ufni/+IBXscxYiHr7mrn4+mtrUHNuHrL/wEN02/CpeNDc/meKrYex69DbmiMyD/9zkfxeObnsa6g5sxrmEUvn7Bpyq+Xm8hh5v+/EkAjvP20NW/OKnl/T/799nCHa/gZ6/8D4ZUN+PHl33lf7s4/2engP1m+R/x1Fan7xw1YDi+fdFn/5dL9O+xle3rcMeLPwegHjM6eo7gw3/9PADgwat+7lEsb//717C706eLnKzxpjPfhf987L+8a1790C0AgPfNuBaXjJkXea7KiYqy+1bNxxObnwEAnNd2Fm6ZfYPyuFse/28czjnUjF+9/Q588HGnbdzzzu+jKiFzuoEtHdvwhWe/F9j+w0u/hE/+42sAgAtGzsHCna+gaPmO8u1nfwA/WHw3AOD6qZfjzWPOQ9JQK87Y1Ma1D38EAHDRqLl4/6zrYz1zmLF6/uGlX8KATB1uetQZ684YOh1ViSye3eaICzx09S+UwNnBnsP46F+/ACC6Lfxp/ZN4eN0TofsNzcADV92J9s79+MTfvwoAeM+0K/GWcRfEeo4b5n8CfSV/dVMuC3vOy8achydfex4AMLRmMPZwbfm/z/kopg2eJBzPW3WyCr+93H+/N8z/BKrMjNdGLhk9D7NapuKbC+5UlqFQKiAR8l6Z3bX0Pjy/fUlg+80zrsGlY84Vti3buxrN2Qa01rUI21/evRI/XPJrAMD5I8/Gh05/t7fvfX/5NLr6upEykvj9FT/Ghx7/HEzdxIFuEVDhy87qgu8HytnmzZuxevVqXHXVVdixYwfe//73o6amBo8++igA4E9/+hN2796Njo4OXHzxxZg3z/nGzz33XDz44IO49dZb8cgjjwjH3nbbbbHuHWYVOe9PPfUUnnvuOdxxxx1YtWoVfvWrX+Guu5xKOXToEG6++WbMnz8ffX19uP766zF//nx897vfxcSJE/Gud70Ld999NxKJBG666abI+/AN7efnfxcA8OyKPcplvUltAzyu5MS2Wmxs34eBqQFoG1wTkPUDgOGztuGgtgV2Xwp9q8/FLz55DvIFC5/82WIMbazy5YbkMp03Gg9HpNuuxAzdST89YlA1rjpvtDKLJbPUzKc91KNv80wYg7ZDrz0Cq6sehY1n9OPmBaRncHJpSy9BubkqIQ6/9ks3nQ4AuPmO54T9n75uOr73R18xYVRLDXrzJRw6lo+9LAUAtdkEjvcUMH1MgzKQMI7d89nz8dM/rVEGmc0a34Tu3oJHO7jns+dj+aaD+MVf1vXrXpXYDZeMAyEoy61nNrql1lNCYDZmaC1e2+NvMwZtg9nqfBO5pZcqr/POuW04Z1oLbrtzUWDf+TNa8O6Lx2HPwW586Z5gAGVDbSo01oTZj26dg/uf2ozlm8XOsjpjCsvb/3HRWDy+eLtHdSmnVsO3KYdPfGIrX9ddOEZQPmKxDswumjUM113o8OB/9uharNxyCM31aU9h519hdVUJHOuuLM5m8MBMZN2d+ea9WH3Y0b1PFOtx/FW/j9A1glRCR002gf2HewPY4axxjYH3GGWtzVXYdaAbv/3MeSCEYOHqdvwPF9xLoMYnz5jYjFc2HMC501u8Vc+X1+/H3TLiJtmolhps3etnCv7ie2bh6/cuBwBMnFLA9rTTL7FvgaS7oKW7YR0ZDJLqRmqq8w3kll0EUGflJTl5EbSM3+ezc2++bALueXJj7LqoySZg6hrmTRuCdNLA/c+vRXqG41R9euIX8L0N3wAAFLZPhHWoFeOG1WHz7mOB6+jNO2AO3ob82rmA5Xwrn752GiaMGIA7/rDCS77GmzFsE8zBOwAA1fmROLhGnRMlNe15jxM+OXc11qUfdq4/+b+wv6OEux8X61+rOuonK+Ksb8sMJMc6Y9bg0mkYO6IKC/YsDq+brkk4sHFYYPv41jps2nUU6dn/BACUDg5Fccfk0Oswq69OKhPtAUB69j8AAGfqV8NEGi9a9wIArCPNoLYGo8FxbnNLL4aKeECSvZ4+Pd+nfuDtE4X6MVpeg9myNbKcuaWXgKR6vHZX3DUOpf1tuO3q0/DLx9Yj11fC288egccX7wicm5r1lEAflvt39pyl/cO95GJ2Pg0t5fdX6b1vwpG91YBZQHr6C4F70EIS+VXneb+rz3gaVWYNjhUc5710oBV2rgqJERsCZTAGb4M5bAvy688E7anDLz55Dj78w6Cuv9m2BkZjUJSisHM8rAMj0Fyfxrc/+CZ894/LsbP5YeWz6gPakRjtrLKWDrWguH2KX0/TnwUxi6CWjvyKi5Ca9jyyyRR6qfid5JZe6rUbVndyG3jiB+8IlNMrb6EA27aRSjnxTe985ztx/PhxPPec0+fce++9KJVKOHjwIE477TRcdtllAIBzzjkHTz75JK6++mo8+eSTwrHve9/7Qu8XxyqizaiWBJitWbMG06dPRyKRQHV1NVpbW7Fp0ybhnHPOOQdLlgRnYSdiQtBSw2tITnkRHb3HAo778OZq93jxfF3TPIeiKxc+kFaiDlDOPIo5Ka9JHrAT5sBHcdPU+yiNXtaWA5IICLp6ixU57kA4feNkGUF4tkvewjMZ9t/yEZrSw5qqMKltgLBt3+Gg0gxz3M+cxPil5ctZsmhocKJMm5EtDu0pFVKfmZTIR7dsikLRRsLQYYYE+fLGB1oaxom9D0KAgVJQqay+s2O/7xTGzcR6opZMVB5yVM7Zz9vO4J3QTOjSq2ltrkI6aWCfwnEHAD3Ge+HNsikIgAV7l+B36x9QZMxUvzcmDCB8ZjFecV9BfC+9XKBzSaEsk2jdAnPUaocmydE+4izDh00WSeY4SDqohMJoM48u3BYAmUSOdjTnXct0gSQKToZS1woRtBlApHpEanVzdJY123xww6I0EJDpWEgdJPgJPcGFredErhTYhnqy6YAo4YGwAdOLgFaKNZF/4dV2PLWck5skVBnvFbAw2kwYbz+qKCHXyvWVkOsrYdKIerxjTpvymP5E2RFNUmCiFoxBO5SOOxCk3lpuwKpwzaT63RlDHSBErz/oXiusUCGbPc67Hnmcs0+8uDFoG8wR68TzYnzTgbG/gmHlT3/6E+644w4AwIEDB5DL5ZDJZLBr1y5QSrFo0SLMmjULM2bMwMKFziRm1apVGDt2LKqqqmCaZuDYE7WKRo/u7m5UVfnyS7quo1QqwTAMdHd3e5G4AJDNZtHd3S1sz2az6OoK1yruj1Hq8NGqMya0TDdIjoKYBdCiP1hnUwbqq5PYeaAr4ITrOoFGCNJJIzpA6yTGOzmR/MT5r2wDouq/+1seZbINgtSMZ0GLCfStPUd9WkRBA4FUpDxfVmWMh9wXwePjzWh5DcQooLhTDPwIHXhJsKz8kQwtftc5I/HIC9GoSqX23Mq9uOzMVuW+L9w4C509BXz6Ln9iG6XDXV8VppERtCeW7AjwvZmxmgh13mM4saapPld26i3LRqFoIWFqsSYFvKLBiU6mdI0EnHfZ+PbKyleulCpk+fI5bfiLpEgTZmETH8CZ0KnkOHllnsS4paC5ahR3OXqHNdkEeou9SGgmknoyMKBOGD4Aa7aqpU2Byuu5ZDmKP49seQwAUF0j5qwgIdA746LzfUqUKhIzOWCP5wCrvvlMdQF5V15XcGwinESSPQ7Y4TK3qckOVzWADmpETP7G9bMCv9l1mEJL4J6nJwoouf570c3+zSe6CrNo593/s1C0wL4ICqpUMgl1vBLiatyAVD3OHDQLS/ap5U8jX60wgYv+4tIznwW1CewNb408DgCI2SdMgAAq8tkJDfnAQwCswA3c+qKkLK9bvgqL+ajJJsLH1cjPIcQn0IMxS/oAKetq6E0cBTzZedeSTj9MSyGuIoszrJjz7mxnwgGRbYRbgdCqj0JrdAQmnFUa93vx+q5wnfe4MTkqu/LKK/G5z30O1113HQgh+Na3vgVN0/CpT30KlmVhzpw5OO200zBlyhQsXrwY1157LSil+Na3vgUA+OpXvxo49kStIue9qqoKPT3+B2HbNgzDUO7r6elBdXW1tz2VSqGnpwc1NeEyT/0x26awLBuNtSloZh+QA1IJghw3YSTEd5L5RqYR4g0a1WkTB+XkAPx9QlrnhOH1ksRTPKOUAgpnMmABdOrEZhGBgBx3gCVGCcQIf35VMd921ghcPHtYQBaxv64W+5DjIu9s2VJ23qNMdlDkQXrwwMy/JMnT4c58QIHGK5NOkEzE1wpPJStDbO/7p5qqw57TUHRqNRlTmdgJgEBr0ghRtsig2o4TsJswNAEx5W300Fp85PLJuO1niwW6iqNW0f/VGEIIGuqinfdeSa4S8NHR08c3eSt5OieBetHpw/DUst3CdVTqOWEWNvEBxAA5kuqGOXwjitsngRYy/r1qjwC1Rzzn/f1vnYgH972IrJl15P+ky08YUY8XXg1XVqrUebfc4HRmdTFjv9k3Jwaslr+3HFy2hEueFJwQUhSIOx4RKogURDmJqUkvudcrg4wRW1Dr0DUN3Tk1xUyljlJOnSNTbaHTHVYKJQv3/mOTfx0zD7N1E0p7xoD2ZUW1mciJsXqfZdOQwMcQECSZCxxyzbjLsXHvARzVdipOiCiScFz5sY1oNJZqV3LCsmAZ+NNiIe8UrPByhl//mcLIYVCg/c4/TNa1NhsOwkRKUYblwZGRd1iwe6uhValzlAhBnu79DM55Hzu0Dq8fc4AIWpK57SoQUCpO9WEYA0MyNDPn3YjhvHN1oaXUKwEeKEvC1WaMCvpm2RKJBH7wgx8Etj/88MPCb03T8LWvfS1w3LRp0wLHnqhVNBVRLQkwmzp1KlasWIG+vj50dXVh69atGDt2LGbMmIEFCxYAABYuXIiZM2eexOI7GrAUDnp4vOA4DLpimV215Mi/zKpMedm5k2msW6gMeeetv2oz/XP+CQhsamNJ+1JvIDQMDdmUGRh4++28u0toqoRClVh4wggCIjvvgoybc8y/gjYDIDQlvUYIkhGOnGzpCEefR9HLSSmy16ZCJBrq0qHvYda4philFI05xwlTD1XAoZSiJptA0tQFzfm4uv9nTR6k3F4s2Z6caZjxKG67i3CypsE70iOH+ODD2GF1XnZhZmGyeCqLog+1NvsrnOaI9dBrD8McznOwg+/GNDT0FHuQMdPQiAaiifU2pqU2dOIEVE6bcZSl/G+lOmvgpx+fizef4awwhTnkloe8+9vifHFye+TjWgKIs16CTdizUkEt5URoM94lODqBoWuB8YVPLKNSMSuHVGar/PIWSragaGQOfQ3GwP1IjGJqSzxtJqLcAcfUse88sFJJ0wtH3nnn3QUANANVaFAeX9Q6YbS8VpYWM2ZYTeB7Uln/lIQpVEprkcYdH1zQYJBzRMsNONnOOcx5r8mGBXuWKZvwHNyfUlH6rL6AQy9chlAYQ7c478btK3Ti17+mERBTQdMz+7h7kdASByZQimdgVBax7DLAGLWaxFZJfXWfsH6nu3YdtNpgHOQb1SrqrS+66CIkEglce+21+Pa3v43Pfe5z+N3vfodnn30WjY2NuOGGG3D99dfjPe95D2677TYkk0nccsst+Nvf/oZrr70Wr776Kt797neXv1EFxpb7dJ2gs+DwVi072GDZC+WbBY+SlXN0po1Wd0wnYgThs0S1nQTujpI2E+M0Aqw5tB73b/oTdHc2TRmCJreifiLX7EOuNN28bGGoFkE08k6pw+GNE4dw4cyh/ShX+L6wZE8qS0c4oinOsS9HFWGvSUWbifoeVEh9OWO0lFTCCI2FsG3nO22qTwurOXGDVcPSsAPlkd1CyUaur4S9HT2ebJ4nGakTvPey8Zg3bQgGD/RVOTSNBOhNctORYxl4C6MrXX3eaJzB62azPsKVOyQESvRN0yn6rAKyZhY60QLoncz5vOGScRjFTUb0kDrS6g6CJIPOXcmiwrdfoiVUpU2vRwmrcsvrNypD3ovJQ0iMXS6g6FNGDnSv6deH3rwDWpZDGwkVnBgWCEhS3UKwKm+0jIdI0n59JE0tOOHnfnbxtBliwzQ0ITGeykqaj+IXS7b4LTNnxigG7hVNm6HqvyEmaOK3q0zjkHcBzA4Zy/LmYZgtW6EP2K/Y61+hKmPgG+8/U3kNYYLSH+89Bue9JpsIHPPuix2AUl7Z8b6tCOedyE6ne85BhrxX9dN5lx1yK2Q80KxAwixxvw1zyDaYLVvB1k91Te5Dg2VJjApqvXtdtFaCPrC97ESNxdgZrOgCwyBmQiytJE7KWfIclekFdNdsRHKcLw6STrLOi0bKiJ6qVtEozJYEHnzwQTz00EMYNWoU3vve9+KCCxz5o6uvvhrz58/Ho48+iksuuQQA0NDQgN/+9rd48MEHcddddyGTyUTdQmkv7n0ZXZY6+x6jWOiGhaLtdOpyhjCH6+z+YKm5zYKAklWXcd5bGqtw96fPxcyxwdTk/TYSg/MeoLmwTkPcfObEZsQz8cTpY+JNSgghOJJ31nGJ60R4CJr0xRAAl56h5ndHWaW0mTAL7foUNKXAQECCDpjKhnHIaFzLhWjCA6LzcsnsoDIDb6kI5J13YOVAz4tPF6/L3puuabh8rh84dd0FY9ATkYHT6MfKRLeLPmaS4c47m3Q116eFwfLyuSNj3SNRweqFyj7yo4X44m98dQ1WTkPXMHfqELzn0vFC/coO22VnDg+g10314bK4Ycj7rHGNHo2KZI9Dr3H6PjZQmYamdN4tN7Vq1khD0zRQ2Lj+wjGB45idN70Fn7/Rp4coKT96AcmxK5E67cXALssWkXcGmgwa4PTx40JyKNgq5D1GkzLHvwK9rgN6o0/9mTN1sHtNvz4SwzchOX45d23RefdQv5FrQ++l9g/55XvfeU+YenDCz/XbxwTnnaIqbYbmFGGOiqX5DnKxZIvjE3MYiY82MitVt0OrDotriHZeg2UJ2Z5QK72Ul7eMvqdNbdSGodGcQ9dv5SnumfXaQwEN8zEttWK9aLbX1waTKInIcViZjcZg8rLDroJXKPLOKL6Wc23rqLjSKU8KCNRlIHop0okmht/HEw95l4M63Yl2qhd60y737+BEnvXdZusmJEatgTF4W+h92XWNltexsfZ+HM0fg0C+5Om7elFMEMZZYuwK9aVVHryivaeTzjeVGLdMUOB7o9ipmaSJs91d7Xhw86N4uvsPyv0Meaemj1SUFMi7JiHvRLOhmX7jjUObMXQtMLM7EXo0QdCZLHuC+gfqa5IY3xqDdCo14sBEO8Q0AhxzVzbYh846tOCSMdDaVLlzW5tNgECdBroiC0Xeg5SYAG0GJBbyXp2O1rcFHFlSc9Rq7zcf0DZzXPgkcHRLLYY0BHWXmTHOuypRF1922Tkc1VIr/OZ54G8/23feNY2g41i4RGSl9AoA6HKR93QqSJthFJHhg5zAdpbpFHCoMPKkI8wY7aqcpZPxjmPl5NtMMuE/u9xOrjx3VKA/0CJW1sLamaYRzylgHGxnh9N+bJsqB2WWoClrZqARHRa1cYY0qWd1Pdd1enlT0sUiPoViSUzeVnJBkzlTBuMDb5uID75DHYvCMvdWmqTJN7/9sHcZlQ04lDZjhE9QlQ4i13fywZBJUxcmtM6KCue887KGhKIqY6C35UUYQxUZTZnzrvvfX6EoJXijjCccLCMhEXSFOGornI1qiRGfxvVB5Zx3akWPsZGrBtxktV/Iu6Smlhi5DqlpC4Qj6quTECc4tveNBkEetw1HuVCEejKO/DkMmKjJmHhy+9PQag4DBj8hcqkgeXcMkPt5aeJONXU71hvaw/nxkjHOOE+bccrs/8kkI1V9gge8Zzvdf8N49uy61ItZ29PdjtNGDfR36UVAL0IfsA/GoB2hl9BrxFhDZ1gKD1iVLZNy+g69Vg0Mn+p2yjvv+VK0zjJDaakRnllQ5JZzs++Ej37ESbXOrhX1uxIjBOjoO+TIHmkqVJZGc8E40wiJF2gpDfpxZPuYHe9jzrtzDTbABcRmCOmXg1eTScA0tciscXGM1VLb4Gphu5P5VXbe+fOopEhDoTfuAsygIxunveRT+1Db7HdivFJIVL1nkgYG1IQHM0XSQ7i/TcmZlVeXzjltiPoaJDrwsj8TVhZsl0maARWbK+aNwvveMgHXnD8agIhW12TKT5KYlUPeL5rlTALOnhJ0XFX1zTL98vSWZm5iwdNMbr7MCRoNfIPE0bhXWVhsha5rbgyE9L27391ZkwejoS7Y/orUcQAyZgY60WBTG9m0iUkj6nHtBQ4C/8mrp+E/3zoBN715vOK+lb3YkmULfS1D3jWN4MxJg5BNqb+R/gasesY5M2zCZiukIv2LQ0DeU1MWA3oBRNnnOrZii0Klg+s7ZeedL38maQj1coRz3gmhqMma0GqOwCy/DnkAACAASURBVByiQifVyLt4CEPeqfhvpMljiW9htIQK8kQBiJ6oAgAsRb/FnaKiuwLu90dO0HknKFtPpiFSzQixvTYaCIgmbOyrhPMu2mFrL/62/Wkkxy/zcgLw1w6l5PDX1cLRdS3VG9t5Z9cIIu8xnX9WPazMZe7L13PaSGP2JG51QS8hOW45EqNXQx8QEvCqsGymMiGH/tA/TyU75UvfVYyWx2Iora1HpwX3kHd+VYynzcR0Ek62EskD2++D0bQHRtNuvO8tE/DVm2f3+1qxiibVjSq4V31t4jvvLEjE9vcJ19RI6IoCSXUjMeFlkFSQa1qVMWOjp1HG3jFz1rx7oxznHQLnXas7hETbBiQnBBOVlF+poegt9qJIS/jYlVMBiM57FMc9kzJRF6FEEEWb4SkpMqeaL3Nrc1VoGQgh+NgVUzFv2hBlEGiArxtjLGXOezqpoyidn0kZOHvKYKRc3fNmznmPi5IDwSXsOZKTfs35o/GV956ON58xPHDure+aGtjGkHe+3qZwCJEWQFuDk/lj3X24YOZQXHZm8J784ME/p64RxyGUlBWY3GFN1sQnrpkC2fooj7xrbqZOgtuvne6tXtRkEzhr8mBlP+bRCI0+JCctcekXwZfLTx4ZhQ5Qr3iqTBWwaqMErSouAuaf+MKhfyIx4eVo5J1QoZwAoNceFpfnJdu+X4Ec8o4dNxlImho6jnM8cCryq/nvHoRGB2WyvlXvA6v7wEqk7LzHiltS0z5k4/uMSMUTdlUeqC7n7XPlJdnjkNFwS0Lep599DGfNTuLS2a1CffaPNEOVfgFvgRgUzfbGiyBtJg7yrua8A843Xp2OjkmithY4T74uiVg9AlwUu4zRQlLtvFdS0ZT5BE6Z9dpwSVoAQsC3TS0BLSd6yVPIiVLAk606YzrfekwfrRLg8lS0U770+7r5IBengVw4c6gXQMpQCUvLB47zLASV5p2X2Mj7SfTdCSHoKblOLLExtLFKcFxk06qOhaMkJN4qgHx+XP6yRoDjYbQZeVVPI6EonjliPfTqY4JyRkOt04lNbhsQGsQXx9gyb6gMm4rzTqVBgUPniYu481nrrjx3FD559WmRDrRzkoUStVC0ijDduuB1qqOeM53Uce70FuU+09AwtLEKH3nnZFwyOxhXwA/08j145D2qgyMEaG2uxnsuHa9UognIpsUwNqlorEsHkHe5E+VpMyw49/M3lFepklckGA2HmaYRtDZXo04RKDZ8UDXmTfNXIvjq4fsGfiWAf5/epJDAWalx2w5TGFLVY5pL0pRJ+vdgzruWkRxI12G0bIqiHRyU+2zXeTcc5112hsoZewajeSe0bCeSE5ZBHxgMMhxY6zsdvBpFicYbaG1FwOqLh/+J5MSl0OpVQY2SeWv0Jaw+tgJ69THYiLq3xHl3LTKYjygmIiG0k0RC94LstZoOWOnD4Y4iodFJx9zzbFi4/T+cbKPFklwWifMeq+OP+u2X9TsfepN/SKyhgXO6Yq5DG4O3IzXpJejNu4TtPG2GpLqxqfgyXsVjyKaM6HcVs5jlJiO6RgLvmI0XQdqMG/QcMWFJjFgvbfGvUZ0xYYRxVhmq77lnEpOArwvXeTc09YRQ1uQPM0abCUxGYqrT/eZv7ngu69OGGC9faVFbzL/DTbSparUmxFg/Hbcd/rsVBk+2nfLO+5M7nvF/uB/MgJoUPnblVEF1o8QtM6o+dAYq8Y2EV0oIc96HNmbxxfdEaP6egDfPn0pthWSS9OGYg3e4iAUUS2okXlkCyDvAdw4kG0zZzQrm02bcAUax/M1+h00KvHfDlf+/rpuOX3zyHDTVZ/qZSEF8prBlVRWfncpqM4RfNQg+w8xxjZg8cmBgDy8hCPiICIU/WPMZIqOQ94SpY+SQGtx6RRBdZfUzc1yTUk2Gl9OTdW357yVqzqaqP37For/xYhohGDmkJsB5l3Xra6sS3nOyMvPf51XnismAmPFt5yPvnIIZIcHlhBBcee6oQLvlJ2Q3XzYBRstr0Jt2YYBUz9ecPxrJhI7WZn9y4E34AKSnv+BlNWQOviqwjUfbeTRW04izhJ/tFI7XdJc2M2mQF5wP+CsVfW52VZ42E2WdhS78z/o/eiiY/445WoogT+m8N77dEY5SlivlkS+JzgJJdyI5aYmw0sYQen4CuaXHcXS0jPjManPrmlM9sSPyALz3LWNhNAUDByNN5SyGSA2mEoZHv0uOXw571JKg0gh3jTiINgAnbwmcCTnfUoOIbIzrBRQ81HKD/HcWC9fhb13OcWMJqNwgzkSNODkV2itX/4SQ2PSNcBNRfpVpGkFjHbfiyXHe5SB74iHv4ZWkZaW8HtyhtdmkYnLtXLOx3vm+Rg52Y9jk9sIrJ7kqKa3VavWz2Mg1e56QgFVVOQFnckASOazf7q6a2eFtQLdTXvAtP+m3JeddDKSN/96rKqTNXDyrcsW4U8lOeeddMJ11+s5PvnMpEn6JWcV5D9JmdF2cCavsnXNHom2w75idLE1zgKKkcZQgW3fQ8zIOeNhuLSbyLteNM2D725LjlkNlVCuizyq4ZRCRd1k7Xdcigj69zHRi4B+jTMg87XjmlCPfZ+Gev23Elj3HMaAmKcqYZTqx31gbkLUU/FSXNuM5MQrOIeM5y+/p1ndJjja/XMkCDbnGp+Jnf/jyyThvRounuKBqC+VWJnilHrkuTcMfaqICpfsKfHCfc1wmZeBD75iEr79vNqaOGohJbQPwiauCVJMoG9ZUhVTCCATj1kqUNY0QNLoOKdNnZ5z0c6e3YNZ4tc48X1/TxzZE1tVlZw7Hh6SASh65T5g6zJatSIzYgAnD64XjLpndil/cdo6AwrM2I78zlnZeVRanzVNoVUehVfup4nXNWSmUUTMKit985jy0NFYJyPtXbp6Nn358LnKW48zytJko+8vrT2LZgVdhtq0VniGMa5sYtxwwCh7ybg7fAKvtZW//gj2LcfvCLwnnDJi0GVq2E+YwJziTpLrRN+EJGIO2q51DqgHEgjFomzLWhJXPHL4BZusmb5OsMMZbMdURui/MZJoNIDu8/recSeruap+/PzkxSLUDgEED0rHlHHPUGR9ODue9vBk6EZODaXGuWwny7o4XrsqLYYvKc2HvMEwatRIjslSk8hhxxZhwtJk+OeeF5+xW4kL596+tSgTbgWYBoGCvoDqdFO4l3xvwHd3WavVKLW9ZI0Lpz3seyb8pU2dG414x8DdiAqdbaRR3Tghst6ktrJYL316ETr1sVWmnP41Lm2EBq29Ue0M57yzAiCgcqAL4lKpqzrs5fAM6k36QkMZ1TmHIe0KiR5woa4YF4xmDdmB3w+P+DlvVkCrslPvBeQ8o6IQgHDZHS/IDVp3fAZl3LajqomsEsyc0eZ0w5Wbo/Hvsl9yfe/rejh4sWrsPw5urcdtVpwnVl5q8BHvN5eglIq9Wps2Um0B5CKt0iGFouOODZ+Kz/zHD2W8EnXfeVCsMs8Y34YaLx3n3l+klAARdcVU5L+KUWWQ6CiF+JteoZ8xxzjt/1OwJzWhprELC1HH7NdMwdVR5mdGpHEd8tKt28/Erp+KKeb78oyq7bFNdGlrdQTx95FGHemTo+O1nzsONl4wLcIaZJCEvM6cRUjajnnzf2iofdeOdbdVERxXnAQQ/QUZj4t/3zLGN0GoPITXgOLS6Q0hOfAUHBj4DrbZDuNaMcQMhGytLiUPek6aOqrSJnqLTBzK1GQoa6Sh2u/FETInFW0YOcd712sMwBm/DQHciZUi0B9lypRx6tcPCNZnWt9m6WT2BpARG8y6YrVuQGB3Uk3YKTGE07xJ4tVajWk4OAJ7e+bzyGlGWmroIQfolT6nw67WuKgma7IygKPjnzRjXAFuRYAvEglZ1VDj2txt/B5LuUgTwsz7IdYZNtXRjaNml8rN7ypP9OE6QuApX5ng252CyhHZaKNee7na8vC8IHp0c5B1l37kmSzcT6gFTAfniEGc38vbc/WuyCVDp20zPegaJ8cswaoxbPzIKzq7DI++uYt7QKrX4QDzzJzaEG82bBoRTeEOvFIG8A0SpkBagzfCa6xU479m0gdAMqyqfsIKEeqeivbFKLyHv/HcjOu/yLNk5Vh5seMpZNmUqu56kjAT323u3QRI5TyJQb5DSlLPBTSMY2lgV417yDJnRPWwn0Cx02VZC3nVAlMcCSLoLWp2otmBpwcmRr9ccdGRktRnbpmInzCPv3OknQpvRCMHbzx6Bz984Ey2NVWKH4N0smAPAuwp10RcWsKpAVdhzBVdgCJrqM8gwx1JY+gt2QFGKMcxUyar4gVzupNoGVwsSlDwtg+n5+8578H7s+LxCj76/VBk+/8DooY7zPrA2hbe8aUTkeaOH1iI5diV29m7FlmNb3TI7heZpNhefPgyfvm46fvaJuYHkVeUSX8nv4KzJg7zJYzZdGSrDJnX7i2Ifw/jKfHDqB94+EclxK/DI7vsEzWTm/LHntKPQZDv4jno55113267Ked/ZuRu7u9o9dY+k4Tjto4cyqdnwjodolsB5j7L7N833/vYGdW/yHqKOZZQAd0ldy6opNEpUXA+vK5Z5WzDFNQLX9Gg5bh0KVA6KxroUzj8nDat5I4yJi5CatlB9Ie68Ei1JH5Pzd3Liy0hOfAVaRiyrOXxD0HHkgY9ELiCZp34Y2XkP/i0DJ7H8Uu6yUdSlwMFQUDQA3LcxmEJeI+EIcBg1Tnnvssi7uNowtCnjrbQGJlDuOFYJ8m4M2umpytVmE8qYFL3mCFYWnwQAmIzHHjnxcqw6UV6aWTkeAs77VwSshspIR7WLKOoUJUpgIIC8J3kKdPyBx0l6RWNPqN7g8aqnrvNOQFCbkHjEbofLXg7f+eft8sh7YBvXMDSNIKtA3wMdWrCgsTq5xOjVSE1bgBwJU1RwnFtCCL72vtk4b3oLIpF3W3benX+NQTuRnLBMrSEMBJF3OUgHFKkpi5Ec+6ogX8nrDkPmvEsou0aCqi4Ubh+h4Lzz77FftBm3/F9932xcPnek57SpHE6ZozjvNH+5kVIKW8t71BrVzFwPQd7Zb8ab5pF3Ki353njJuFiBuXI6+HJWskSN2xQXEMn0vpNmOPLOjs9zyPuggc5S66gh4ZrPV7kSjyrj3+eYoaLO/OdvmIkv33S68jxe293UxO+S/5avvWAMNI0gkzID7TBMipGZHHScNHX8+NY5uP2aaRjaVBnqxO71QuejwnaGvPMTCb5OBLRWmuSp1Fss28JL7cuweG+QltHjyupmjLTnVKic9+8uvxN3LPuxF2Da2liD73/4LKRZfUSlfCflM/ceyR/FigOr0M6LDbCYHvaMVPMm7YdzvvNJ9JLXtxHNFiQZPTsJ2RBjBfJpFqAXkZ79lCPnKwUzJk0dL+X/jOf2LAi/BiA4W/lSn4i8u/XB+NEyR5kQgmLJVhBB3b/S6gyxJNUtADBEpiApkPfj3WK9xlKb4f4OCxqeN2iee0Eq3FdTOGYq1JQQEkqbkfuUUCNyaRWHSMj7u84d4fUp+YIFku5ypIMB9I82A291zUHeo8vjO9vccWYeWk3Qh8ialSe/5I0oVhLklYFYFoG8D6hOq513qZ/jM/hWYtPHNEDXSKhErWz9kbM+leyULT0FDTZId3kwgLxrJZQgZrFjptUdhF2/HVTl0OviNhV1RnayhjVJ2uEg+O8bZpbNVKoPcDrSbhwOlJH95pt1Oc1lSoOTCgJAq3Y+bL0mRKpJmrUHpCK5n4QbJEsc8h7gvEuX0BS0Gb+Q7v0F2ox/SP+Qd+e8FolLrXTepXJlUobPaa7fgwNDHsembiexkipdvDdxlAYZtr2hNo0PvWMSLj2Lk1iUlCsa69KxEkGVGzrlzj9haGgbUo3JIwfgQ++YhBSHvLPyMedddXuGXPMo03nTW/Cfb52A/3zbxNByNNWl/TrUSgLf39CdmqqvTgYCP0e11AYUYZjx2Y9tauOVfStw/8ZHvGeeMLweU0aKtJJAkssys2oVXSeVMDB+eC12dEVTQjYdeQ3zX3sC7C1t730NB3oOBo5jE1z+e+ApL7zzJSPKKvWWvNWHP2x6BJuOvhbY11PsQUpPwtAMz6mIUpxhyLupGxhQk+LigiKhNWRSZqSE5zde+QHuWf8ADvRy9UE1J+8C6/dszaMkfOmlbwvXH97sO2SpqcHMrmEZPmXTQjJPAoAWFpgvHGR5kwejaQ/kgNXYmCB3Xq6UVzrvoUUACZeKdMuhstTURQ4AYxTgADJL4pbWH19jdMV8YkArxHlPGVyAMzdpkuOtnHurnHeEriTHl26mkWOqVnMYK3L/FO5jUwt7cjuQmPAyXtq0C6kpi5Fo2wCS7vLKXal0dHKMQwWrzSbU9Cm+xNQFY9x3PHtCE9LTX4DRuDdw7Ik57zxtxv9myk0u1JcKbzTV6QTu/MS8wHaL2gJ9Na5Cjmym6VCAVWOraiIaZww+la2y8Nx/s8kNUkv1wIbviHiOlOvUV5lZdBd7hBeVHLsSJQAlGlTukF9odcbEfmlSyxCzu9fcC4taeP+smzCgJonHFm3HvsOOQztqSC1uvWIqbr7jObH8KUPgKKvuySwxai1y1qUAnOUvQ9Oil/nkjyQgh6lumPL9A/JYcppi13/nk4awDs533oOOrMp5J4CPoFDeeeeQ935x3qkynblqeFWh6ez2LO36lu71ACZD0xFYCC6HvAMON3zv65zcFZHbQLxO/02TmrFh+xGs2HIIgONcX3Wer7TCd/5nTmzG2+e0Qdc0fPLqaQCAVzb4yBvrqKImRx98+yTc99RmvHNum7fN0DWcNTmY1Eg2dv3U1IUgiQJySy8F4NTXZW8ajqa6yvmTzPqsAn6/8SEAwFtGXoy6ZC0+fd30wHGqOv3cu2eEIjEpBXXJsi187IXPRZaHUoo7V/0aAKDVT4fZuhFPtOfxRLt43NhhdbhynvO++O+BBX4D/mTb+VEeee+JyHvRW8wh4/aZUbQZ7/ouLYdJ1vnVV2bSY2rIpkzwJRmUbcb+Hqe98c/Hm6aJtDmNEBzrk+QwCcWssc14XMpfxNcfiYm8O0G7fh1OGjge6w87Qa5xsioSzfJUwAC576SxQ5J4xYx8KQ/COyqaFbiMTnQveJMQx3kXV4nEFYDIe5t9ICoFn5Dg24O9h2Cm+lDISdlGATQlBuNgQUyaw5RRgHDk3XQkzUAIhTF8g7ddY4hTGYvivMf1v2qrE9ANC8dCmk5y/DLsKQFVKV761ML8PQ9Ar4bgMBuNezyalur2KT2FvBXtgNZmEyi432bGSKNXkYzywtZ5WHVonfc7aszInCDyrlpJUGYZLmNRE3+NaDAVXBwHYOCd93iT88C9YfsTnhhWbmX2VLdTE3m3dVw99nIMSIkqDyTtBljJyLv7IXnOvuJD9wKn+OvpNn677g949aCjthCFvK/uWI91hzfhmd0vAPV7ccvlkzFqSA2uv3BM6GOonIYoNOOp9r97f5fPdhi2kFrGVJx3IascdyiHoApSnBLnXfUNqJek/E6YD2zhl+r6hbwTqkQJVPWvK16Ad38mZeby/nQ9eE32XoLOu7iB8Y8BwIIlZpNUPYPCUgkDH+FUbD7wtok4d5pP8+Edsw+8fRIGDRA78LQCeWeShSXFbGdYUxX++90zBZ31uOZVYUIcHS2b4op5ozA3JJtrmPGc7gLnDHb2KfjLrslybgAwZmhdQN2GmQp539+rQM8lB5h3OBPDN0BLqgfqz/7HDI/nb+gaSKobJHsMfRaXcZOjDsi8bUvBaz/YG1ROOdDrTO56ij1eHxhFm/Gv79xPd7m1XruMpM1QpBJGQJ1rcEatAMSfp2uaELCuEXjONH+cSrOaj2eIFaAJBDSr61N1IUcCs5sU9C3NhrgUKTrNcZ0bc+Ra7+/9vQexKf2Yv1PB1edT1GtEC+q8C6+njPNuFNRIZojT/5NX74be5qw8lqR8DsPrg5N4PiuqHoIF+nrmFNVVvJqNolhK2gxCJQPjIt9VaSP0mYXrcbQlWfaUmTFopxePoVrRrzIzuH3mR3zOusJqsr7aTNoIAhvzhp6N1pqhsKgF3VWiivI1M0YaX3vT5zClIXyFNNS4lQ3+mwlfGYgCFaOdd1UQrk2tcD5+BeZLTqrKELz+4n0v+TSoN6Cdks57w67LMW/oWWjKiMEoet0hkGQvCCHIlfL+K3I/oKTuqkVoFs6ePMhL/gMARS046O/OLMDKg2vwm3X3AVDLRcoO/RPb/oF7NzyIoY1V+PyNs9AsOEwUWu0h30FVIb+s0IqPfsPxdZ4TqlpSFEyB/Mbrx2TkXQu/j6F23iGpzcgdqGVTNfJOOGclZMLQP6lItU1jVCaTV8rx9z+183k8tvXvnHqR24G56LwqGN1XmxGfT677Hg5JOdTbIWUu7N+MXz6t3LImz3lnz8ImR4EguBM0Z3IQXMEJLPnHtO6CTyf5nw1/9P7+7bo/YMvRrcpz+oqWR62LYyrt9ZLCYZbTtu/p5iD2mBJ2ukaQmroIqUkvo6cYwunUxHsXFQGrB3NB5/2edfejaBVRsIueHJxPmwl/zwwhN4gfB2G2rUVixIbQc/SB+7D6yKpAfNCgbHPIGa4Ry13l85F3ohGsPyypxBAbuoTOZVOGG4zmHhLXeZcchbaaYFIzZm8edoniApbUNYoTrVIyXkZYneMoH+s7DsrT6BTtR8g26XLeReP7zjJOj1FU3yOk3XYWuoCUM1bKalcq4KPIUbuGYBJKB4J17DnvBDCo76iq+ldVz6gReXWY36fcHDBKaeS3wKxxoN/O/rj50YgjHTuYC072AWBk7XA0h0xoE6aG+uqkN/lLG8EYkvqkyOXX6g+EBmKm3RiXgel6TG2YpDwGKDPNUyLvJ0HhhzONaMqxzwlYPfHrs+SBympSbHtyx9NItIX3dae6nZLO+/UXjgUANGV8HnmKZEGMIlKnLcS63pfwqYVfQqluh7vXefMN6QEAAJLMYcqogQL6a2s+ekct9WNXpUW96cEDMzB0DUWrfIphwAlGSY5bgcSYlc59FA3Sb1jq1nrQRdF0WcIxYEGuoLO8WKaQLP22e7qDvIccyi1PF7VeVJtMBce9RkiSJsumAeUPSLfhB53+Ie/lUTAPbR692tuWp/4S8mNb/46ndj4fmFAxdECOieCvqcoqyxuPvD/y2mOS8x4+0SpYBSxpXxpwGN0zhV/lnfcg8m66DmvQIeifFawiClbRed+8U+U6acHskPy5BQ9Vz5fyguPcqVIIAdCRP4KfvPor5b7tpdVIT38es+fksGjvy9h0xOeFL9yzBFuP7RCO1wjB6KG1OH/mEORLTtlVVBWZe76BdzhjStjxKP+Ozp3KY+Ig7wxl562z0IWekq80A/ht+GBvBzYeVgevs4zJSd3v91R8WqGMmo0HNj/iaio7ltKTGFM3MuIsgKWa9wJWbQ0UFjYdEctGCPUmE8x++vG5Do2QHZOIR5vhnc2zh5wRuK7V5SPxqkyZTlnD+eXdQ1+IVY4oUylRsUy5TrkUE+CQTK8q02uOqNuokirpSosaRSeOTELe5UkVIE52dZgo7hoXOMZ/dxR8v+1slmO/KuS8x/TeKdSrs7KV6IkHQ7NnqDLVK35ffM/pbmIv592rnPfapCgQoCVzoaBPlkPuQ7O2Rpr/Xk7ceY9G3jWiBV65IxV54uPRkn1L3RLEQ97f6HZKOu/jWh26TFPad95rdD84bX3OUVooDngdgO8IDkwNALUJtHS3E7zJvcMS8R0L65A6s5aMspuGhh2du/Cd5T+NVW6GCOl1HUiMWaFE3v1gIHVjzVl5/OX1J/F8372xHQMAXsBq+QPdMlGGLocj/L5iCkWJ5FCXqoWhGZ6TweTv5D7Fsmx1QJvgvYch7zKX3wogkrJpmc6ImTuFXu2rWSzN/UNRLrYaIMplqdQQ/DJLyLu0v6fYK/zWBohc0TBe3j3r78f9m/6EF/e+rNzPW1TA07qOjdjW6zuZbJBLngDy3lXoFhVEANyx7Cf48kt3oCptCCoB6dOfht60KxJ5v23BF/CZF78Ky7bwxSXfxveX/8zbF+a8R9lL+51+YW1hAf64+VH8cs3vAABH88fw0Ja/4Icrf+Ede7D3ED7y3H/hgguA402LcfvCLyJf6oOlCBIt2iWsOrgW+3oOYF3HRizc+5K/M8Y3uqNzF9ptP1Ppg5v/DMBxegUzRJCAn0iwDIoq2kzBKqK36GdXBfxB+Cev/go/W/0b5Ep5rDm0Hkval3HXd57VdJ33SjSrjbTfn6aNNMYNGI3GdFCXnhnRLDG+hmroKLWjzyrg7CFn4PxmhnxTj8bDzKa2EqUtZ7wjMqy6JRi8a/H0FMWzy471SUqGFHkP164a+w4AgEETXqIvdTnKOO8D25XSmiLnPbiNJHPogxhfoXIMgytVwXr0VmGlREmqKleDpiR0hStum3WQ9/Lf6q6uCjPxRlhVQu28tzRkkSvlcc/6BwCoaTMy8g5i47ARDFIHRL67inLmW9RK/ok771rVURjNamBCuLYUr+fQXcrbh0+7GXNb3hS6/yk3n4Na5z3GDd5gdko678waOeS9RhsQPEByukzNANEotGwXtuTWSEmcnI6IHhgJaqkbuIo2s/LgGuzrETXP65Mh3Emu89PrD8E2gzJeHlIQ0hkVrRKe3vUC+mgPjIZ25TFAcLk0FuoOcIOnc7Chk/ClV+ZM6CVQYqEuWYMqM4tslY2Z4xq9NPUq5J1XC2moTeHDl08WPyoeeedmWTKVITXraaRnPRP+HACS41aoyw8EUsw7G8W691ZlmPOuMec99LLi5SA684v2voz2HtHJLbYsd1UKomkzazscJ08V8MSqaW3HBtz6/GcFR1ruaO9a8zs8sv1h7lwReQ9kDIxhn1v0dXxz6Q+9VQFKKQ70HkRnoQt9qf0Bbm1ixAbMGhfNhS7YRXQWutBbymF3dzu2H3c6MB5O5wAAIABJREFU/yhuO4DAJALgaHOuFe0SbGrjWF+wDTAn9vcbH/KQ9KN9x5TI++HcEfx63X34xis/wI5OhyN51uDZzs4Ih44hfd9b/jM8sHl+YP8wLitiQksGAjFLtITmTCN+NO8buLD1HAD+yhxvBbvgBbIyFE4exEt2Cb9aey/u3/RI4Hyv7VQwwJlJf6IxucHJmjizeVr4CZodaPf7itsBANObpmBSrZutl9CAnOvajg39oprxajOmZgRoE/w4oKKEEF2izfwLnXdqif3eGYNmuAVzlDgsVUQ+UFavnhglaLUK5TGFVKSgY5/M4VByjVhURR3x3wulUHKeRZEAGXkPFCxwXLTajHKzYKZmwAZVSh/efk1Em+UsWoFJKpP7bzYEeQeA3V3+CpfcbwFArey86xZ2mIuk+xD3Pr7zHpbYqZwRBedd1RdGWXLiK5H5Fth3LTvXss57mE0aOB5DsoPKHqduFP+HvP9bTVjOJYnAfmr2Qh+4l5s1+g13TdcrQhPJUwcJLXZnYR0LOhSUUqXzrpp9hgWiBBAOoupYWcIPdSPnkQyWUjyuxUPeRbWXQJIm/lDXeWdOWW2iBlkzg7yVx0feOcWT/pM7YXmg+e4tZzkp7UMCraKQ9/DOOd7HyAfdetsk9QWqM+ed0WbcMhjh3FohAFUqZBhX0qvPGPEJQekviqXHFmL1oXX446b5sKmNFQd9OtCRfIj0ncZyIzg/GS2pP7QZtpLEgklfO+ZLgrRjg1KTOyxzMW8/WvlL7++Ht/wFlNKgColk31t+Z2Ab318w6yn24rjiWipFlK5Cl5IXu6bD50UyehZb1o56j+WQK35pPK2lxay8cAZPnehI6AlPbk9VLza1vRgL1m7kPiqK78smY5WILxSMY6BFp76vGvN25T0F0yyprijaCzuQ0BMYXTcSjKGh1x8KIKS/XndfKMIapbPN7zM1M1gHRd9pUmZblANWVSupZXpd2SkP3CKrbucJzalb4vLjxZwPfjkSIzainKn6QHXGSV7xIxiXwdcncxJVyLu9awpmcRM57zxCRRaShsCg5fWlRNxGVJMNxEPeTc0EpRQFO1gPk9ocUDCMSnsiVhWhAMPLqKoUWGoSkiS14n2wusqcKG2GWxHhM6yuOxzStvo5iWXtIGmKY4KsNuPvCI4d0SsL7n3+f4TZFXZKO++AE/iR0EzoIZq9iVFrg04XHEee/67ztou8lxKgPXXILbsIDUfmeftzpTzGt9bjkjOGoqUxK2x3yjHC2xY2KGvVYqa7UvV+6I27xYOI01DDaDNFRQejNhl5h+hJcLvf++bxOOc0SSnAVXvRtXBuvedsunSg2mQNsobjvAta1TLyrlD9cG/q/ylkKyT45Zrf4aHNf47PeY/7fSrqWR+wX3DgfeSdBQs7ba0zG55yXVDliVsWF70hhKCuynEc6txAvM1HXhfQ5ECchVHAimMv4e61vw907IAoIVjgzjWGOMGdmkZAKUXJcFaDTiRglbV/nnveaXcoM2LyvHPVNQDgcN4P6NvVtRftPfvx/J7FAop0wbBzhPMLdhEPbJov1JmKO/qHjY/gr9ufCmwvKJz3o/njysylbDmWL3ccXeVyi8E8MpfS054mN7OSXfQGK9Wz8cZiLNgSekKayKhjKNxyus9USdDYytxzAKHQCzXe9xKF+hEPeXe/gVQvuqyjmFA/xkFGueItO/Bq8HzFN3bzpP/A4IhAWb48Cd0MTAqoZaB0YBisznrBCT+7/iLnjxi0majJA5vcRJk5ZLszJgQkfHXoRAd1y1DgY0cqdZ5UAaucM5wZtQkXzG7GJ66e7O9XJMoR69N5NlUuAhxpxbh6X4VNE9B0GbQJexbpuBAKY1znvWAVoifTtLzTS0uVKWuHcd4B4ECPv4ImO6QEJABEaOlwiVhT951cg4SXkVLgsraL0FrdEoj/6G/SqUqMXVuXJso2tdTKTUrnvZ+CFv+KVbP/ZTuldd4B4LYZt4CA4DcvKbjKAKjt8yg1IbGLJTiVvZbjtNCS2yCojmR+EM4cPAsv71uO7mIPcqUOvKz9HskhQ2BmLND8bE8uanRdG7Yd3wFAnfhk85HXodeLS9qlhs1INAA5jmNfoqXIJAQq50FpMmIBhpzRwAEjW2ox97QhWLh6n0eRodQZrpRBQ8w85J1z3l0eX08xh9qk40SqaDMA8MlrTkN3L5dpVEhWxHXO8Oki724K57SJFhN5V6xwmIN3wBy8wy+vlgOQ9iZUgY7Nu5//nO09+6FVHYXdXV9RohCt6ih+/tr3cduMD+KmN4/H4MEUT+98AX/Z+qRwpIASGQWBQlWlSIXNAi7/tu0prDjoL3ebQ7ajtGccNEKwYM8SvGQ9Br1hMqwOv00ypLsuWRvrWVQobo/VBb0+SHW5c9Wv8fPzvxvYrlJ1YfaTV3+FXCmHGydcg5pkNTJGGsNrhqEmWY3l+1/FblftZXH7K1h9aB2+M/fLAIJoFRCOHqkmyUxLPsqYA5BR8FRli1oKfmvbxRg3YAwW7FkMAEjoSUeJyf0+C1YRRbvk3Sell3HeXeSd8WflrLSlKOTdfaawJDuhRmwBqYtsOwx5Z0xHV5JvVF0bAMDmMkZvOfp68FbS4Ds424yZzafhHzueDS+ehLw3pETqZUN1Fvs3OU6mdql//0EpR9ZU7jsyKSOQ9yFqRYNaBkiZeB3nRqJTyyyhJ0At5/xiyQaMQihSH319hdPK0Rvs9FEMaNuPpoFNgDvX1jLOtzxx4DiPVsaDYwnNRA650O+YP9Z7D5KzroopUlFbNFnnnVAOCFHeXrBB2SZsVrQpwJncQ6uNzAzKzO6ug14XjDmRzaezhDvvvCSt7LwndDOYO8UFRgiItwLK7sOfrwoq5u0tbRfhLW0X4RMvfB6gwQlhOed92ugGbIo8ItzYtXslta0tR7fi5X3Lgydwq1ZvbXNiYuIg78pEXychK/OpZqc88s7khYYnJij300IafKS03ecMcnk7h6ND/ukfxzqNkj+oUUq92XFPsRd/3f4UClYBXckdMJp3w9Z7PeQ9zQ2eqkDU7SEKEgDwtjm+fFbO7oFWFZ7dT9UZUlvVQyk47yEmyDZ6tBlnm6zzLlxTZ8i7SJsBRKRXvjXTEJ/cNhBnTvI5akISDyFwyb+AR5sx85Azk4qFizmTjiHlV9J6hGsamh4MkuUGD0opvrX0R0hOdAIkw+gGY+pGioixZsMYthkFuw/fWf5TrMc/8MuNvww47oCIvKcmL4bZ6q8CqFDjvKsd/uSOZ8TMluzWGsGKg052P32gPxEo2SU8sGk+vrDkW/jo85/BOncStbZjA1ZzCUJ4iyO5Vs5Uk9RhVY7T1FPsxSXDz8cZg2diwoCxGF4zDICTtOTTs24VzukWVhzKO0oL9yyJRKHLWUXIO7Wxq1MdAPfmtgslWqA7KOlFbD22w+ewu/cph7wX3WdPuChcQqbNRCLvzr6oCZXSCAWh/GpnxHCiWcoM9QzBDeV0u7Z70J+E36zfns244QrTITrvkwaOxwemvMfbdvHMNu9v/hNOGc6qmFZ9FJPG+pO0i2aXT1YmWMmIuUJIlf1ZQjM9wKNYspEcuxzJcSsE6ck4pspDEMjmaxcFjrNR7UwS6hI+tYt/v6zthvGieYTUk+JN5NGpt3PbAXOIKPvKJpJEGB8AJUcfQIHmBSlglfGxJTLN6aV9y5CcvERIxqVeQSLxxxzXIpH33nDkPcpBZW3TLREAwOTQ9rjI9NAqPu8Gje28n4ixa8v+02vHtuFw/qjiDPcJKcGb2y4AEI/TT0Bw24xbhG3JCctCjn7j2invvDPTiYHc8guRX3eWsJ0YRa8j0oiGvg1nAgBKtAgrEUQCackfMG3bHxw3HdkiSsAB6Klfh3ypD6ZmSKh+ZXzhdNbvKLusYyAR6ImaNhMjepooHHi9iOTUBXhyz1/9zkKpNqM2Nlv1kfdabrLDO+8ybUbdydmEp9r4x/D1mTA1QC8gPf0FJCcs5c6WrxmzI42aALjWpR1wUESWfAo0uDrCTQIEnW/QULmyIVWDcH7rXOEatM93+tYd3uQ53bLlrDyO93XieF9nIOPcVncFiLewhCLerQnxebQu6tZV6MZPX73bk9gCHPT5UO9h/HLN/+Dutb9XXmvH8V0CHSZKASDM5HY+ceA4j/JRl6zFW0derDxP13S0VAWdqM1HXseyAyvL3vehLX/BqkPr+p0UxKrAeaewsaj9ldD97H0A/oBtDt+EH678BZ7fs8i9j/O9pco47yW3PhnibkrL7lEZH9lkrNJJGdFsEI5uEMX/JpqthEnZKtfQxuBqkngBsc9l9XJh6zx89czPKE/hY6BMzQAhBKc1+jrYIrXIL1vScOpQy3Zia9IPll9+tLwCFG+URuTQ4CwxdqUSQU7qCQ/wKJQsaFUu+pqpXImJ2RVtVzh/SDx4UzeFyRt1wYuaJO+8+/V506TrMLx6GC4ffZl/DltVgehkMdqMOURMm0sIYDSLtFJ/tUoEdwSaKVdXDx38BdLTXwg+KIDx9WPwxTNuF8qi+o60VK+A8mZMxapaP7qLsD4iX+rDEc5ZlZ11edUsbB8rkoC8R9BmeHv/lBtxxei3wu6phpikKdo57k/WVWYqitPbRl6C68a9S7lqygBGvkxxkHeQ6JwO/7/YKU+bEcw2QHv9zoRYJqhedHjvcJfqIniGBESQB+ORdxUvti+7Gzu7gpJuKuc9aon8iaO/8/7usY5Dq9JAqXrJT0mbUV5aQt4R9Oe17HFoqRxWdCzHio7lAC4NOO+CfJtsRhEA9TjvdUkeee9VnwM/WYJs3Rqn2sMNxjwqaBo6iOlMGrQqfpLD0Va0ErSMqOSTzYTMQ2Mg713mbpitjoNBAZgGMKYtAX5Y0esPQKs6hj1d47G4nZtUaBY0t8OklGJRuz/Av33kpaKDQGzQvmgnjNmCPUuwYM+S0P1ySu2wSYBjzvv1yqJZIJlOfGfZT3G07xgGZ5s9RaWeYi++8vJ3/DMpDUzOfu0mNQMc5aUrxrwNi9tfqWhSW5RQcoMYyNvOMzRlGiMRoEkDx2Nvtyi9+eCW8glVmFnUEuICouxTMz+C76/4ufebyXOmjJSz0hfxzM/sXIDFEc47SxsP+E6sXutMsp/fzZx353tTBePy9o+dzznXcZG3hOQAyEvVvK06tA73bngQlww/P/IeKksUfXnIcsi7M8cV2xJb5m+sCzpMpmaE0ghZvRBC0JAZCOtoE/R6ccVJCFjVgw5RgttGCDC2fjSKVlFAN3k71qdCB0XTqAmbcG2LX/TkKA+8hSHppm6CuoBHsWh7LkxYvFQcY2OZrApiaqaSv17LOVU8FWZYdQv+6/RbA8cDTl3qAvKubheBvG7gUFk5pigEeY+yeUPPwqBss9AO0kYKuVL4twAASS0B5fQoLvLOxAEUbQ4A9klKZKbkcKtpm+6x3HfNJts82q4KflVZbbIa57eeg0dWvegUWRGwerJNTpoGAJeOcBD1BXuWBOSBqRvfrAkraOWf7/8CVk9hY3JBeqlKcICdj1QLjRxPkBT4XsGmVJgdK2d/cBwj3jlXOeq5Msgns26rE1r2OGhOjTTFRt7lIwhBTj/iKX5oVcdBUgoHW5KKjFSb0ajj6CXyIFRD1sx4GRyPFTpDJyxhS+DbjBf9H5obYW4UhEEjYWjKlOEsYEkfuBfpWc9IqDwwY14HutysnMf7uvDVl7+Lp3Y+j8TweAw9o3m3N3DYsHHO6aJmdWLkOhhNe/DtZT/Gi7zOt14CAYFlW1h5cI2n4Q34Dh7LPkk0K+YyenljsnzsW3j92DY8sCkoR+jcmKJQsrzBhCTySI5fiqN9x/C2kZfgmrGXh94nb+UFaopsI2uHw9QMpdRelMnt3NB0Dz0ut/Q7o2mq8LvPKgjf31mDFanuOSvZVoB6FOYcD5FQfttmuQC0oE67ZMyhDjMeefcRM6eByPScuMvZPvIuOe9lHJal+1fie5zOflyb0jzW+zsSedct9Godga4mahn8XaPfFrpPpiQUtk4NKLuIUpEK513a9rFp78ftMz+MtKl+r8rgTMk0yl2TijK8sVBDOBNGwGmTLA6BojK5wtDysXYkI++aqaRN8YpIAo9d8a75iYmAvIdQOqOzw0q0ygoSUzFj9a1LzrvSOBqRHOzt3FMsUxwLQ9BlmVtDD6fNfOvsL6C1b473m6/LK8Y438eMptO8bY3pBoysHeHlCRAtIjj430KbqbT9srgGvy1Vh/hoDUKOCdLvLOZvJHtDOu+fmvVRfPnMT8MoiS/Sm6HZ6k5ydGai8PvMiYOEoBI2CwQAu1vMcMYbWzpf17ERHTlHQ5ch0XxiKdns3ipQV2mG9qkD3ljgoXiiKuFRkEayJf0EtJQ/SAfTnPuBUdTmaDMRnSExioBRgAknBTNLPPHIlsfwOzfJhGw1mWDnd1SSMiR6CUbL60jPeA5/3eavehg6UQd5MS3/NjUPe/nhpfjhCicJz2/X/QEHezvw2Na/e/vt3jLL8oBXDx25w1jrygMOSNVHn6I7gXjzX/8r7ll/v/KYSxmiqdnq4LF+2FvaLsINE67Gx6d/EAQEKw+uCaC8XkZczUJf0fKWjIlRAjFKmNvyJlw64gIlKsnsUwu/jM+8+FV05MLRQaDy5VTZedeJ4fFnZSRKNpGvCfw/9s48Toryzv+fp6qPmT6m5+o5mWFO7mNggJFbUERAvFAOFUXRxGujSCKYQ9QkokmMG5W4626yB26MWTa7SXaTzS+KUYNGFw0qGEVRBwSEATnm7qt+f1RX9VNnV18z3e3zzusVmeqq6qernnrq+3yf7/fzvevFb8oTNwBYPfpyPDBzs+l3D0ZixrudsxsaVmqjXvK8c4TT1WfWg465paGvu2S8q+Ui9Zbei9Ua0BTS71An1FpRsTILrdGDIxyumDaN+tv8hXnA/VtNCJjZRK3I4TGcVKmvy+zxI+AYVI69NmJuvNPbuGiFakIICmzx5U2NKAnSlWaV14OW0lzauEhz7LjS0di28Hto9I0EIE7uBFBjhkF9kkSQlD7UMe923o4T/dqVhSKHfthMPOOINt6NJnWmdTToQwRYWkFVI11vtedd9+vssfFA13iHYNnxIv1eI+P9cK9y1VCtEEO31+csgpfEDNOeqJ3h5B1YWDcXjy94CDWeWF4Zz/HY2H4rzh0x21pj5UZLxrvyR6qTvFMLm1He8IV1sZBSvf4kfRU9Ca92V8rOMJqLmy40PVeqRCIR3HvvvVi1ahXWrl2Lzk7jHMehIieNdyfvEJfWI8qHTJr5GxVhmuuPGedfuWISFs+og48anKZUTJT/PfjeDDj6Yg8F7VUYCA9g92d/wZNv/xO2vCqGGEjeyTbqHIq2hXmET/upv/Uf7M90kg2FOJnwjtY38Hy3viFNY6v+OLa0LHnedbR2lQcFQbgIuGiEFf3SpHXGJRZNq8P6ZdrkYikMQIYLyzKGf4wqbgAAZ4voFh5xjHoDnK9LXA0w4Hj/CbzVtRcHuw9pPxSsd/WPznTi7RP7AMC0aqTY4BAIIbJqiB7yS5sLW1ryXtG6HEsazjfdx+vw4JzqafA43CgzmGDIEw8ughF+j8azJhmBevJis2s6FH8/secfdL9D8h6r46XDZ8pQbW8AAOw6rA0dUa9U2TheNjzjxXfHNRw4HmWFOkXdogQjQQTDQbhtLtw8aR3umnqLqcTavGhMv43wskecI5zCGGssqjcsINJYNFJ3u2RclheWGX6/nmLFNJNiSFKbWoubMKl8vPwdeuEnjUX1molQItR7RyjulfrlzBEO80coc5SUoXBx5CUJMfQEqjXl1y8bh5HVSoOejv918Nrrq+hH1D9ttuTk6C5pXgJfWIy1tZ1sxpg65XM5tjS2SjG39hzN8WrDSZ7cGRRySgb5O1RjLE84vH9KzGNZUBfz9EqKYuKx1sdQK2Ez5sYwnRMlQKM2YwGbjvFulERKhxHpragRA0UgM4ycIp92K4svxluRKeBiE3Ep5EdaEUnVUy6v5kSvrzpsRj3WCohArxCXFbg459Y2Top5Vxv9czS70nYJif4vnTz33HMIBAJ49tlnsXHjRjz00ENpPX8y5KTxLsEJKi1jyYDQGeQuaV4Cd0Fsf7+vAIQQ+F1lWD/hGnxn1teVM+WIDYVnR8t/SuXJJf7p3WcUf/cGe8ERTrHMSBPpLVIkK9KqNzSfqaq5igcbSReK8CVdOBPRqaKnwl63P6YXGzVmiU7goRB0IPhpi/i5LQhwMUk4swx6AFhzfqtcvAkQQ4x27P81nj/0kmI/Ygvql8fmIgoviATvPW1aSVXiqXf+VddQiQwoX+yRXuOVFRpJ6USNFGJF+BCIqphTk68BN4y/Sv5bMsCIY9CS532EpxoXNV2Avz33QVw1egXm6LzoaaQJo9pjVFogVgL+7pemodjj1GjHu2RZQeXL4/z6+RrPZle/fv8yig8Of14VDVMDfvb+f+Dg2U+x+9ge/Oy9/8D+Ux/ijKrqKUcI1o5diXFlo3Fx84V6p1QghRaoQx9oHjt3q+72j8504szgWdh5OyaWj0N90QiNB3hKxSTcM/1OAMCq0ZehyTcSEQgK451+6a5oXY5vdNyl+320AQTE+hQhBD+Yd78mqY6G9jzfMP5qXNF6MeoNPPlAzNvHczy+POk6XNQkSqypVW8qXRW4c+rNuGfGnaaefDNai5sUf48qaVb8TUCwctSlIAHj5F4zw0UKR9ND73oFBbVBSqtwmHvT6aHIzif3WhwMB+CO+DGwZx4KPp+o0LOODBbIspgAtSpGt0FliDmpHBUAafa8q6rNCgLeP/UhihxerGhZjiqXWMiQDiVV63MbQ3QTVjV7mRnhtKBBRDAo0mRuTMthM9SzHe/9BRgkmlKCBlYxil3/+OxBxZgbL0ywxBXrK5LXeXL5BKPdE6K23A0QsQo6AE09Hd3JQbLGu3pyT5mfen1Ez/MOQLe2A51kTJB+7/sbb7yBuXPFlYK2tjbs3asfATCU5FbCqgpe5XmXEiXVnncSdOGCkQtw9CQVu0vdXCmGVu2ZtAdK4LG7saBuLsaUtmLz9Dvw0P/9SNMOQRDQG+yDx+42jION9BQrQmXG11fi/YBy6cVj9+KUXmVJ3bAZ3a/Rti1k1yzFix/Eqt7ZeNXsOsLJ19A5RpRY4qJtUHsCN718P+6e9jfgS48ifEbppf6PD36DnYdeVmwLHhwN3n8IXKF+wuszB56BozG5Jakp/omo9lTh/32yU9a1Dh0fASFsl2UvOcKh761ZIAV98Ix5GzzhTZM91ZM2iQllY/HK0ddhr9uPkMqbuGHqzYqBaoRX9G7ayg/LExOfw4szAX3VCE/0xW7nbJhd24GuD7VSkjTLmxajxFmMGVVT8PzBl+RYa0mT/0jfEVS4SzUVBqUBT21A9QX7UVZoHi4koZbqm13TgZ3PAZGeEjjGxGI7f/DGNhBCEIqEsOvIa5hYrgxhC4SDqPFU4bbJ6y19b6NvJLYt/B4iQgR3/vEbukop9Et7ds0MdAd68faJfbIE5iz/DPnz0oIShVzZjROuUZzLwTkQESJyZVa18S7d7zWjL9dU2PU5fbh98o3wu8oxEBpQxGdKuuxGKhG0sk57pRjbOhAaRK2nGnWeWlS5KxRSo2pDQIrtf+0z5cR3dEmz3H6zBDkzWlXGenlhGa4btxr/8u7PAcSGKBvPwShoxyxXgiOcYcKq3qRRPTnlaQNJ5zcqQjuoIZDnzQdXG+F1dfNr3JU4FI5ACLhgL+IV90IIFGgK29kDpQg6YuFo6j4sTUwJFxYDHk2Md98ny3Gm4Tem7b6i9WKq2qnSifDh6Y/RHejBtMo2EELwrXO+qjk+rkwfZdvShr6RIdUTMZZMpjkROKYMmyEAV3wczlHm6lKJeN71jlOQgOEurfoZaa5HhAhq3FWyapmZAwIALpzeiOeiC7tLG86DjbNjYrm+dDaNmJw7ICdK6yVLFzptwECsaKR6Aqn+WxCEhFaxafRW5qgv0jki6nlX9Ts6lEtCysUzPldq9PT0wOOJTaJ4nkcoFILNNnwmdELfvHPnTmzbtg02mw0rVqzAypUrFZ93dnZi8+bNIISgtbUVW7ZsAcdxePjhh/Hmm28iFAph1apVmuPUlJS4NEuXqy8ci9UXKjvs1rVX4hd7C/HHj8UEwkK3Hb955EJsfelT/OVo7EUs2Pvg93vh93vxm0f0Ejmi+1HxXLH9Fsvb/P4xgI5caFGJA73hPpQW+FBRWqx77k1XnI+Gkjp85X/EYgQzx4/EYucEvHl0L/7UKSZfVheV44OTH2uObR7hw8enlJ7Kic1luO+mSxAIB3HNDv0CVgDQ5K/CmPIW/O6DFxTbO8bXYPfhLvh8hfjOLefgvhdiSZhlPidWzm7H3++OJXvW+ovg93shCEqPUU+wF/97+Dk4Wt7CxMrR8PtjnpoPdisLY9w8/RosXDUbm37/ID4+rW+8f9KdfCxZe/0EXNAyD6unLMUt//0NLBu1EFeMXwYA+PHr/4o/fvwpSgp9+Pl3rwYQSwp89/h+vHLwDVw0+jzsP/kxfvPeH3Do7FEsbJyFMbUjAWqSfcPUVXj3+AdY0NyBV46+rggD6BgxBde1XYFyt9qT6UWttwqHu2PG7JyGGfif/bECMyN9teg8c1j8d1UFigspj9dB7W+lrzMAXFkpeqtvqLkSF01YgP7QAF78RAxX+em+f8MFLfM0icC15eXw+72w9ytf5B53Abyu+EWIbptxHSY1tCjb5SvGr+4XE2B/+e7v8ME7orZ8WAgrXu6HepSeYMEW0fwmq/Ach3A49tv0zrN8/EIABG//QQyH2jT3VrTXxELcNs67CTf/+h4AQHPJSM05aor9eO/UB/g8IBpb/vIiFDqdkGQpSks88Jd6UdKj9aiWF3sxq77d9Dc0jyjDq6rFjWWjzkN9tV9nby9+uPRs6dENAAAgAElEQVRbIITg+QPKcLTqihLFcn3ooH5xErerQP6N9iRfQHNa2zTJdtXBWLgSIQR+vxclRU4c7+1RHw4AKC8tgr9c/74XF7s0Bsc4fyvqi2uxaNwsjXEkqAzSxqpS7IsOmxUVsRf+lgUb8MrB3TindSJ+88hkqPED4F4zVhKaPqINrx6KTYYmV43DpWMXY6y/BRdOiBkkP3+nF3tPimPohKZyFLhi18rv92JkVRE+/DxmvL978n1Fv/MdEvvSY1+bh4aSEXjwxYPY85m+wfvU3Uuw6hei8b5+6mr85M2fa/ZZOXUJ3j2+H9gHFBZyGKDmRZJc7NKx5xo+h8VFMcNXb587rmrHHVeJ/fyTU7HQxZJifYP5WFAnvBHiu/fNI+/goZfFa9xf9DHaRpfhnWNigaR/2XIBvv3HH+Ew9Ur89Q8uBiEEK5+NvQsryn3we7zwnYkZdpUlpUCcV4y7UDsxXLN4FP5yJIgDp8yLZF0xfikuaJmP4gLzsWxkaY1svJeXKo1R3sYZ3oPykiJMq9X2WT3uX7gRv92/E06bA7//8EXwHK85r9NhA0cI5rTV4L/3/xWTR1fh59T7xqEaGx64eRbu+O3v8Xm/0uH1m0cuUVx7PTzuAsX3ez30GKSd6Exu8WPv8c9RUeJWHKdTtgD11RXyv92FBUm/S4zweDzo7Y05fyORyLAa7kACxnswGMTWrVuxY8cOFBYWYs2aNViwYAH8/tjLZevWrbjzzjvR0dGBe++9F88//zy8Xi8OHjyIZ599FoFAAMuWLcPixYvh8xkv1Z46pTXsnn/jU/zbH/YDAH66WUwAfOjf3sH+Qz4URh1oZ7v7sHzjr+BoPQ5e5Tjs6urGYCCMW374IgDguzd1oLrMeBa+fOOvUF/pwX3XzzDcR+LAkaPoDfShxlWFwV79Af+72z4AQp0ojAph+FCCUa4WOIuLZePdGdFvz4HDp8GpVvLeOXACy//nV7BVH4CdiuwQwrxiSfTDA4O4Y9IiFAgu/OeH/yNv//Pbx2ArA06d7sOjv3wNoMJyTw2cwePPvgMH5Vjb33kaXV36nuK/HhON9HeOva/Ypz8YMxxWjboU7/y5AI9u+xUcY7vBmzxbQphDuKsOtirtKBs+Uwbepx/C0dcbkL//e3PuAyDeRwCwNx6EzQ8IYYLlG3+FsqICfP9WMR63kqvFZQ21wCAw3jMBjZOb8X/H/oI5NR0IDyjvZ3txO9qL23GsV5ubMM43FkKfHV192utkGywGEDPeI4GYd+D6cWuw58Q+dEI03ge7ga6e2Dk8RBzc2/wT0FLchIaiOsN7AQAETrjgBAKxAfH5A7tQ5a5Q7FeGSnR1daMvGBsNx5aOwqLqhXjlqHlRi4fnboHH7ta0IzJI5Gs+e752RaPS5cexvi6cHhDfvOUFpTgx8Dm6+3pNf5MZatlH+jxfn7EBH535BN5wqULlod7eoPo+HjdPWoe/e/ufcXHjUk1bvJw4Xh0+K57j1Mk+COHYPTx7ZgBd4W6c7da+Wfp7QnF/W7Bf6xUriBTGPS40oPQynTrZD0JibTh5Vt/YGByItSkcTi6J+tTnWgWbvm6lp7yrq9uw7gMAdJ8ZRJeg/xvPntFey86PCG67ZCk+P6l9R/QHlf3t9JnY+ENfxwpSjUtHLsfJE7244SFxleqpr50LWzRcJhgKIxwCjBzNE4rH4/yac/EPe5/GZ73HEA4KqCDVOHmiFz98dg/2fvw5GquLcNmy2KrJ3gOfY+2oCSgteBErWpejq6sbnxw9C6jsRLqdkiDSHX/7nLiS1XISvEEqxw3f/n9ANMpzoE9/taKrqxsnoqvP/cGAxkHZUdWOSq7GsM/1UH1bb59wJILX/3ock5vLcIqSEj57xlzpiKbJ14CLv/EzkIIeOKMpAh8fOY39Xcfld8a6B/4XjlE9infixV/9L/x0szJPqPv0IPj+bvT1UhPYQMzkGVPSivdOfQA1vf3acet3r3yEbtspcHEc9wsqz0WwG+jqNn9uiykDRf3MhEMRw3vQfXYQXTr1a/Rww4crmy5Dd6AHH5/4FBc3L9GcNxAIQ4CAl/YcAlzAvv3KCrLqseFbf/cyTvr6QVQ5vcs3/kq2wyQ8drdCqay/L6D4/r6+YGwMCmnHiLc+6ALvA06eGlQcp1eksOdU7B0QCej3z1SYOnUqXnjhBSxduhR79uzBqFGj4h+UYSwb7wcOHEB9fb1sdLe3t2P37t1YsmSJvM++ffswY4Z4B+fNm4ddu3Zh8+bNGDs25jEPh8Npm7Goa+PInpJoP7CF3AgECAq7RSvUYY+/3HPNmCux8/UuHIi7Z4yufrHDu+1uhQJFoa0AUysmYd/xj9AfFGPKzqufh7e69mFktIgAvSzlcxhNaHReftFlPHudcvAJd9XCVhWbOgthG+y8DR1V7QrjXYpbO97XBc4RhPr1rU6OKqI8sepl414DKUFpmXh0SQumV03Bp++Jnha10oGGsB3EqT/gh7tqZeM9/Hkl+NJYjoDZsm7w01Y43YP40vSrYRtTjGKPsVKIy14oJ9qpYwBj+2jjIo0SEwHA76hCZyC2kkEv+7vsLrkseKWOxvn8EbPgshWirWJiXL1vmkJ7LPcgLITRG+yD1+6By16ImdXTZelIOh74unGr4bK74iZCGS0/O21OAOLLz0603vsRnhq5YBhHOJQVisb7oM6AnA5qPdVy6IkUvzuqpEV334nl4/D4god0f3uFS+kB5whRVpGMLvFO8U/E03/9hWJf3oJEoK6qTIH+Kh4NrZ5R763VhCgY9RdFaEAaV5n1k/SMjXezcu66Zc5N2qpJyHbFL6Sl3yYuGhqgP6kRBAFV7krYo+MN7aEPRY0dnidooAvFCAQ+ZxG+PeseeVOp14njJt1elhLl4hfPolVAzMZBqc/qxW8bJb5LxAsc4TkOM6MVtU+FYjfKMGGVwuvwoDvQg4/OfIKCSZ8oPosIEVXMO6DptDr9QkoCp68HnWtgFM6jJ5k5Y1wF9p08heMDZ3WOsI6DdyAQDqDSFXOkmBVlUmOlwqgar8ODO6Z+Wfcz6RoIiCWshrpqYfOLjiTtWChoQq6MWNq4CL/Y/1/y35pz0co1ulEz+vKVds6uqZlA30v1amA6WLRoEXbt2oXVq1eLFdYffDDt35Eoln9lT08PvN6Yu9TtdqOnR7kUShd0cbvd6O7uhtPphNPpRDAYxObNm7Fq1Sq43fHjzpJBjBmkXqiCDYN7Z8IbTcagb7DRgzuzZjpeD74FIH4CqMRnUS+s2+5SxLzfN3MTPHY3XheO4e8gLtdf3nIRLm+5SN6HfhiLHQYva5OHRTJg6xyt6B0I4khXLfiKQzFVlmh8mtfhQfBoA+zVnyi2b//rL8D5dBRVVHFtddTSttPmRIjyrKhjqSVCkRCq3JX4ypQviT9D9YRWuSqwbvxVKOCd+M5rP8CMqql45ej/gXw2BsGzLoALQwgUyAMJoIz7DHw4BSARFE4XpSZNDc5gAZwH5xjK9iUKrbLh+Gwyvn3FpbKMph6VBTUA9bjQRpXb7pL7gZ5MGUc4dFSbh13ooZYL7An0oNZbg7unKYur0EaoZETSLxc1zb5Gw8/E/i8a7zbEfsvtbTfi1MAZ+JxFskqR1+6Rjc9B0yJT6cHjcOPB2d/UnXhJGPUhtQQsR3iFpKV0XIHNiTpvLQ51H6Y+i28d66nKlFhIJKXv8RWt2pDAy1ouwl+63tGo+1ipEJsMSkNEMgyMoce/WyZdjyffjhW001OMMLuWajlMewIvcUW9EI6YJuVJxvrihvPwj3u341xK/ULy3ofDAjwONzw2L3pC3brnK3TaADPjXaU2Y3Yl6dUNs2Q9s+vnNEg+l0i2KrGV/m+UmAxEr7dabUbTFG3b9GLe3Y5Yv2/0jcRfP9+vOS4YCeHuaX+D7+1+PNYGEtbkhiWDv7AMh3uOKlZBjYo56ZFuHXbpF0n3liMcQsdGxox3laZJBLAc/6++Wpr4edr41q0iL+i2gRACB283dPioBRjSAcdxeOCBB9J+3lSI2xMeffRRrF27FrfeeqvCWO/t7VUY84D4A+nPi4rE5f4zZ87gxhtvRHNzM778Zf0ZYDJIE7eSM2LSXJtfJdNo8qylM6VBSnQr4J0Ko8xKcgxHLR80FzXr76TXr1UP0DTPQoyJnA+h34uB3bE4/Tp/LJ4udCimnkO/TCIu5UQl0uvVKPbQL0JpgqKX2DMQGpQH4mAkqHiQ1GN4hcuPOm8N/K4y/GjBVlw99kp8f+59cHSPhNDnQ+D96Qh+PAH9/7cIoWOiFyvSU4LQsToMfhCVy6MmGfG8Eslq1M6q1oZO0b+rIFJqargDQGVhTEawrXSKokCP2+7CpS1L0eQbiXXjVifVRj3UxntICGt0ewFxwL5n+p14cPY35ZfD+LLRuGXS9Zivoxd848RrNNsk6Mkroe5Na3ETZtVMV3zutrtkj3aJM76XOR34nEVJDe7lKslQ3iBhFQB6AsqVKCuyZXr601ZUYOhJpJ5qhcteiOvHX236femUVaMNkfPr5wMw9+jSbVbr5usZfWZtVSe3xksEND2vSVKeZLxPqZiIvz33QYwvi42rBQ7x9wwExLZ4bdF7mER9B2kiTyTj3eQ20YXxzK4RZ6IYE29Vz6yKuBp6EmelamcwEjJsd0QQlAmrXBhaz7tO2Fl0MkInRdN9othZpJsgH4qENCpjfcH+pCYv3539DcVqy5iSVpQ4ixXOgETGo3Qb75LjbdAuRg9w4BTzIPUzKAiCZeNdfY+kcxGdSb2u412q+qozDuhr8YskspKRy8TtCRs2bMD27duxa9cuHDx4EKdPn0YgEMDu3bsxZcoUxb7jxo3Da6+JSXIvvfQSpk2bhoGBAaxbtw4rVqzAbbfdltbGS4NJUf8oTbECgOoken3NwvvK6kutO6oawhFO13thNubRD2Ox04evTbtdu1PI5OGOhqA4OIfukvLYemXlsdDxEYgMFEIwkKoMfDwOg3/tgKBSuKEN37qoAsv0SuX9B4CNL30L//rXZwGIA7LewBTpFV9otarqlYAYQmK30d2SAAKPYOdY9L++GAjbEewcj8gpraa22RI8IEqOJcPq0ZeZfl7mMC7MJVFojw0259eerzBaXDYXSgtKsLH9Nt0CFMlCy2cBYv+6tGWp7r4jvDUamdMJ5WN1VTqMKhEDKu+dQFdZFO9pky8WWlRgK8CFDedhWeMiXDP2SuMfkgU4eLtigkEIMZQ5VFektTKOSApD9HeYXWcJeoJm1J5iPflag0ch0h+bhLZTlRvpIigAcE7VNOhBG0cXNV0AQAzFOr9+vm776Bet+vnV98bF94hLxJOHBICrzm9Fx7hKzWnNqpnS36Me3woc4t8DAdHglibpamlGK8jXUjqWMpoCHyvVmiSltXiYqfvQDgU9IgkYrxWucixtXIQNU2+x5HkPRUKGKwai552anPAh7UqGiUGpLC5FV4nldCfNegXNekO9cScvlzZrx9Zip09R6O+ylmX49qx7VAXarIfCWJfrtMbBblE4IGgXc2PU90B7T6wb7+pDpXeAfE7qeureezlsRnt9nDp9VRpL9JTH8hHLPcFut2Pz5s1Yv349Vq9ejRUrVqCyshIffvgh7rvvPgDApk2b8Pjjj2PVqlUIBoNYvHgxfv7zn+PQoUP493//d6xduxZr167FoUP6WeaJIt16s2Ieyj0zg1TdkRASt2S6Gh70YEI03lIACH1mHKZA+BCEiOgF1HsA1C/M4CfjMfj2PAPteEAIOYCIDZ4C5aBG63KvHXslLmlagpW6JZiB3cf2ICJEEBEiiheo1Lxg5zhcNWYFllAVbWkcdr22EcSbcRnpCUsk63k3lPwacEGIcCj1xK/e6rDxGPygDaHPRsLFuxRx0EZa6ami7ku3t90Yt2KsmrFlYmKOkd69GoXnnbof9MAtFQZy2Qrg5B1Y2rjIsD5CInCEw/Xj1qR8HiMqXLFJGkc4hf6+QBl06pe/lWXxssISfLX9Nmyefoe8Ld5kFFB53g2MAD0PPmfUp3tikwfaGUKH2Vwz5kpcPfYK3eP1vF4lBcW4rGUZfKrJCAGB1xF7dlwqQ0rvaVXnOZkRTz8bAM6fVocvXzxeO3aaed5N3ie1fnHyU1MmXi+7lNmnk+cTz5Or0Xmn9hcG3PJqpBAhirAZO2/HhLIxaPa0as5pFlITz+iJJGgULWtchJbiRkveYgGC4X4+j125csGHAF5tYJvkVRBO99+EEN3+GtIJ4bHieV808lzTz6XvVN8DK8+5RLo972rEiQQVXqwyEcXY+CQ976q/lWfRM96jNTV0zFQ9z7s02VVLxuYrCa0fL1y4EAsXLlRsa2lpkY33xsZGPP3004rP161bh3Xr1qXUSCOMbLHIgBs8AEdIfBHp7TYYSN/s7GzUeOcgeuMW1s1VVC40e+h5VdJbgY7xrqvvK81+bQEgJCZw6I3L2he6tbffpbObseNYTF7yNKU/X2ArwAUNCwyPrXCV43g0KVEvqQ8RXlPBk0bpebdOvMIMKVR2xtjSUZoKmoPvzAEgoHhmfOPbbuMQOVWFyKkqEI6DLaL1SqebQqovrWhdrlvcIh5jS0fh27PuwbG+Ljyx5x/j7q8YVA0MIKlKYLxKqolyy6TrMY4KYUg3FS4/3j8Vkz+lVxFog25Jw/n43SfP4ZqxK3G8r0uZuGhCY/R835ihX+xJD9rza5QYS0/iplW2wWVzYYZi1YwKoespBqLxrvRLkH62Kt3apGq5PSYTFfUL12v3Ks6jzbPQPrBmz/j6Cddgx/5f40wgtaRCAIBJVWvBQEISECtM220cZowVnzXZODRJOm32NaI/1I/FI5Vjql0TNkMZ7wHq2RE4hCNCLNtLEHDL5Bvw8oG9ONAjChqsahEnW2arQPGSxo2kM+NhdXwzcr447BzcbqA/Ov+xVXZq64SYhcgSrRNB+j69/hoStBOtvqC+tHE6SMTznu7KoRpUKxqasJkEPO9qpFWPWNgMHeoF+TN5u0HCKqANsQOiY09Iqz6Wr+R0kSZpGYv2xtSUu3HkSAuWzxiD/W970IVuXaMtbCGEwszodtkK0Rc1QqSwGalzrmhdbvUnKAcTjkOhLTaYBA+NQvhsqak6C7EHIAy4AKIfI2o8cJoPAuNr6/DhmQXocxzF/rPvJfRCPN53At9+7REAKk+cxXHHkaTxHm9ZM9mwGUD0Wmu/UGxniTe+8U4rHXFIzNuSLLTR5i/USUq2SGlBCU4YVFhVo1jpEfR/Y180eVJvlSkVzOIg00GFzjWUXjb0isNFTRfggpELEkpEo1GH/1nFyNNMGy8jPDWmHsJITzGEkA3EFlJMrmgPnFlVVLP4XXVYhteuXG0hhGD+iNl48VOxIo3e42xmvE+tmISpFZNw2867AQA+RxGqXBWYWmlNF1uBauLptXvQH+pHSAibxtJzHMHCqbHCbrGwGeMxvMDmxF3tt2i2az3vIoPvdkAYpHJsBE4xtkn/KvbE7t+8ejFvx8yQPqdaPxRKwmpojhqrxrux+ktYkXDNF5/Q2ct4bKeNOU7jedf2V7XajMfuRkgIZ8zJYhbKpCbZ1WOrmBZSguh5F4uyk7hGvPp9LN1f/bssbuU5Xr7+JV4HzoR6UVGsTa7Xy8+QxttAJDPKZdlGbhvv0j+oh/4ba9tx/FQ/RlZ58aO3RFULuhNtvnoqdr9/HCOrUhPxv378VTg9eBb/9t6/y0a8YWyfWRVoWgEn6rnfMPUW+BxebHr9bXF7UWywCneXgHOfEU/KhUH4MCIhMd6d/npBEP/WqwQYr01iW4CbZi3B/lMfYv9f3sPk8vG6+319xgaEI2E8vPsx3c8VCavmXymTtPEe53N/SXqNRYkSE9lJCcVqAklO8itRko2r1MOqx0eZsGrgSeNs6Ie1mO5ESCRBMRn8Lm1uw7dn3YMjvcdQopJ1TNZwTwUzo1oi7upUvweDe2fh+lXlCmUm+jizhDAzA0d9TXx2bTjPZS3LYsa7zhOdyMjAGVQKtYSq717QsABjSlrx56O7MSVakdsKRVH5X2LTM97NRyy5wqoq5n1MeQPe7TkTM54iRHEm6bp5CrT3yez+68V/0yQaNiNh2fNusF9v1OvNE944tEdlSNLnolcU6HHQxtl0+7I0Ljk4OwKRIJy8ExEhoumP3+r4KvZ07cVvPjIvThQPnrPhgZn34F/e/TkOnNEWaaQRDORL04U6vlw97kdIOLqdgwDz/qC+XtLKCiEEEJR2mWQ71XtHwG0vxPTKqfjVgd8CIX3VKD1HTVlBKY73nUABn94V3WwlswFUGUa6+fR4VOi0yYZ5TMM0xqi6Ylx1/ihLSTR6BoukIFNeWIpZNdMVijJGg4+5VJq2jHRLcaOuoQAAgb92iEu6BCA2UV5PCDqiYTO09S6eV0+z1grSmUaVtODuaX+Daw1UUGo91agvGoFrx65CvbdWcw2S0ZPWq7ZmDeMrXVZUgL+5fKLh56lQ7I3v8XXY6DAZYiqNlgmsxP+aEU+r+a6pt2JF63L4nEW4drEYujK1VT9M57a2G9FR1Y7z6uel1CY1mV7NqHZrPeIlBcUKtZHhxCjmnUZvTJO2jCsdDYBACLgwp/YcxYucDmlIVopN7S3TK3Me79xWNMMlUvFRCirPOwFBjacKl7delFA/W9gkSryO9uo7P8Rz6yOrzfARwBYAXyRWY92wcgq+c2OHHBOsbquE3vsolbCLsBDBlnO+hgdnfzOh46x4lkucxYYJsz1BMSzVTLWIEAHPvPcfut9Jy9Byivh3XmG8+xxenFc3D2vHihXgvzv7G3hwtljJWICAiBBRHF/lrkBrcVPc3xYPnnAoKyyBN45iGTAEnndwiomr1vMetSdMckIA4I5Jt2qM99izqw2biX0fwc2Trkd75WSEo2Fa+mEz2r5yzdgrMbd2Ji5uvlDzWT6S25736L03MsTlzWns71+fcReO9B6VJe7oKmLJDIx0243nExrFVAACSKH4vcKAW+N5R4QDuIix8R6vUBKFlWTFjup2dFS34+6X75M9JYDyIbN6fawU09LD7DYvn92A0qLMzMgT9rxjaHTNaXiS2qMez3vWXNyA5uIGAMC5U2oxv61GXpFSU+upxrXjVqXUHj2sGK+pUF5YikualuiqUQwnbrsLvcE+SxJpZnHLaqUsRaIfp/RYmlHjrtJdVVF7y4yL0onQL3fHpzPQ7/kIVQ5jIzitROKpblijwu0XawskESImrVTwfAR82RF5O89xoka85G1WrRLITq0EdfKNaPNPwJ6uvRjhqdEUK7OCnlTk7JoZ2HXkdfnvje234om3fqIbnim9T0oLSnC8Xy9kRuRPR16LfSfVd9v8E/DLD/8ba0ZfrhjHbByvWA1y2924vDVWg0WqB8GBiHkOhANPeKXakMVaAt+d/Q3D5yaRVVGzfIt0oO4zmph32fNOVO9bnZUP1QuZU4XN6Om803MTaZVF7/roed6Lnb64ynBGqJPpc4G8MN6N0PO8p4rP6YXPGbvRHocbiNqqhgaOaQMsDKbq46VJi0uMtY/0K1caxH3MPe/EZmSAEMvN0kOdGU57U6y+N5JNWE0pIzUFvO74nnf6NxFC5Jeg6O3MPKlKjCX60ieEDEloECDGOr95/G1N6EomMEvUHi7un7kZfcE+Sx5h06RDwTj0gL6X8SYJX5+xQXd7wsY73Z6eUgSOlMIxKREjOIXxQMfznixGSkrxWid73m1GoSJSRXGxbefXz8dzB1+UE6l1K9RS4/OYklYUO33482e7Tdtx3bg1WNR7FCO91hSn1OiNPStaL5aN9/KCUpQUFGvUhiSkeHdamUjNlFHl+Cv1N/0eKikoxmPnbgUhRBNCw0UN8rAQNlT9IoQgIgjgIIAnPIKIvTuthuqZ1WyQ7tOMqqnY07UX86LVvWnWT7gGrxx5HU2+Bkvflyzqfq5e6YpIlVjjeN4BovW8S/dElopUfFF0U2yjNFbprdwkUmncCg/O+VZazzcU5EXYTHzPe2KD+IUdojrEJXOMJRol6LCZZL0z8vGJ7EkEkELReBf6vFG5zNgeQkQy3g0G/gQ874mgvhfJxP46kgybGWrTvdgjDiBWDFsbz8U8D0RMSry346v40qTrMtpGCcN+YJFkjJdUQ3WscsP4q/Gjcx/MeMJqtlJoK0BZobb4lh56xrtUTEmdsKg03mP/jh/aopXDA7Qv3HjyoALE3KL5I2ZDCIvH8gloRaYyl6clM4FMq3wY5YZExxc+oinKJ1Yzl8WSAYj5Ao+du1WexOqFJdD35W+m3IRZNdoCdJp28HY0FNUn/X7Tc2optkXPW2iwOiHH8JsUPbxygTJ8RW3wSW23Ee0KkvSZnoIJEEtKF+UsldfASi0Bq0z2T8AP5j2AuZQErcTUikm4ve3GjIYGcoTT3GP1vZNi3uOZjhwhGFc6SrMN0Pe8c9RWCSlBWs8JlE7jPeMKPhkiZzzvekoi8cRDkvW8j64vwU82LbA0WCli3g06gZlqjeIrDL9PtZ3yvAthHsJgYXQwj+0XOVsKzn8E1R79uGNDz7uk0pRkh1bP1GmDKlOe9xsnrMULh14e8tjj790yK7Gqg3YOg4GwfGUr3WppvMwRiCMDF49klBaGyvNOCIEtxbCgLwp6xvvMmulor2yLTrSPytuTDZsxQh3TXOKIt1IiYFplG6ZVtuFPv3sZgLIidSYJf9aESL8Xzta/AEjdMZMMds4m5jJxYajfYl6XPbaNCpuJZ9ypjc9k5R8TQW/sUOR6Rf8bL2HWbWK8R1SJnEb3i74+Uhuka2BkEHKEgyCIxrv6vZjuap7xrkEm0fNwa+2AaNiM2vOuozxT6a7A3577IO7849cBULU+ooa/nl1Ev06lBGm9/vNFddTQ5LbnHdqEVZokHe/Rc1obrJWe99QuZ0Kedy4MUtALod8DILqsR50g2G/8el4AACAASURBVDkOq5pX4lyd8vaAWdhMaqgfNOWAmJmY9ykVE3FX+61D/kDbeC6h5FpJRWcoDYHlTReCgKDBYpElI5Ix3ofD4GHoI72EjYw1vRUyo7CZZCXz1MaRxyQMAlA6bCRp32RitpOBJzZETsUcH/EKwCVFnBcTIVEdcj6sGTrtNh6TWqLSpUYhDHpSm5pCOZlfr4xnFEr/jpcXUGBzGoZrfHDqo7jfqWlX1JCPGe8mYTNRz7vmPiQ5kQXECsbJhiJlgtgzTiesGsW8m19faeynr09MbUY6mXZ/emPEJGE1ne/6oXgGMkHOuKt0DQGrCasZxO2woDZjKhVp4Uv0BmH7IAgnIDzgkr9DcY0iNkwqm2joJQufKQPnNtZuT/baqV9yiph3i+dIXm0mu5ElMIfQpr2wYSEWj7S2imRGri4tMkR4wiEkhGUFBysYhc0ki7ogjo03f87psUvSMU/E857KS5nnCUJUpJlZVdVM4uQc6CdazzsACHLMu/XzqceBRFYOk4U29GpszZhW3ypXRY8IEXk8VIfNXNR4AXYdeR2nBk8DEMPwOMGBMBmAmmf3/6fyOy30V/VqnZHnnYDInncH70AvYoIMZkXJ4nHDhKuTPjYTiCsMUPQnbdiMGG4bL+Zd73UT63vGajP0cyaNVXqrSU4DZaIvEjljvOsxrqEUh0/0onWEfjKIZNRncoBSSkWmaOBYVJsRBAKOkzR+xVsYiQgJGdyhw61or5yIt/lfJ95OE9QPu0LH3mL7ktV5z3akSclQm8Hp8IAn27cva1mWdj13RuKI6g9hTXhB3GOi8ByPSlcFTlos1qUHbRwFPhkLog3tBQBsbL8Nbxzbg1ElzbG2RI12Gz80Y4ONI6D1oJKV3LWC2aPl4O3o4wZ1B42IXDTJerimxhjLsG44oJz4TXctxgUNDXJbIkJEdgyoQ0bGl43BG8ffgnQjeGIDDzvC0BrvaqysDqknpGaedwERREDgshfiilEXozIqOJBphauhRC/MUe1hFwxj3tWa7jqrLXLYjPYI+R1FbZT6r65UpEFycSJIOv5G0QnZTk4b71ec24zJLWUYXW8QOyn1hww6FxRhM0mYZcrlwySISHF72mQaU6NN4OCFTsy1QWEdq0gPaJHDC39hmeIFbJWGKi+cDh6DgaHVQs80wxE2ky6SDQmTkiEZw4v0AkwkxplXhc18s+OulBwh9Cpc+GS14YSwyTdSVkyRuGvlZPzypY+weMbQhBmoE2MzYbxbuZIO3gGB9OruLd1LI513PTRFd4bA866oIg698Ct9450QThFTbuN48LDm6bZkvHOJet7FiUabfwLVxtwby43gCCcFIlPbjMJm4vxunY+le1JSUIy+nn5FmJQsFakzmdSViqT6RUNRvXlbDGgpbsKq0ZehxEQJKJvJaRen3cZhXEOpoQxerENkDktFmswakNSzHztICNvk76AHkhKvE0WuOAMd9d2D701DBVoQOaNfHMoq0sPe6BuJu9pvVUhkWR3oRteX4LGvzDH8fMbYCjjtuefxsMvG+zA3JAn0PCmM3IGQ2CTfKuqYd45wKaldqPNfEsk9ba714WtrpsDrsr5cnlrYjLK/p6rWlCwOziEaTDoJgXIIVAIOF23YzNAmrNLfz6s8seqwGZ5wilwMG2eDDdbuv5UwL7UallGIKSEEISGMgfCgooZJvqFb1EvdX4ykIlVdUC9HRNr2pYnX4dwRs3E+VaRPzxsvEU8q8pZJ1+scFR9CCMoLSzNe3C9T5LTnPR6xl0MGw2YcqSWsKsVmlB1+ZKUXnce6IagHZ/rnRKSkG2XYzNrFo+May/TsOXK2HGPJVHTioG5brGLm4UvkjGbfv2h6Hc4ZX4XHdrydaPOGFdl4z8H48XzyMH0RkV6A8Yy1b9/YAUFODqWUOdLwglMnmWW6T6UiJyd73gUABAhltDCX8XVw8Pao8a69b7KX0sB41y3SpJqESyFtXrt58nAqGIVOysYi0U9Y5QhRet4Jb9l4t/IuVnt0jQx+DkR+n0nx9/kIz/HaWg+asJlozHucsBk9pH5QXliKK0ddov40epr4oV6AMsTJY6EyrW57cvA9TJMz7rSklmuHOGwmGalIM9YtGSP+I6yeY1Ge96jxLkSEhF+GhIgFXi70rU2qfXpwZkZCAs0zS0zjSG4+doVO8T4molWdLeTmFWdIjCltBQBUu6tM96std2NEhWjIKcNmUn9VqI33TCnHbJ5+J5Y3LUZj0cj4Oxsged5JNMwjKKQ/bGZBnbi6OLN6uuE+cqEmXuv5lzzvhQ47blo+TvP5CG8NplZMwk0TYuO7+h1RXzQCN05Yi80z7kj8ByQB/e2c2vNu14bN0OERPGeDjVgMm7EwXmnzswxW8KlrNqFsjObz9ROuwU0Tr7XUrmxGfsYVCasGnnfEkSTVeceZhTI1RsPkmosbddplrcJqouS6QyqvPe+ZqLCqRqljnkTMOwH63zhPXBadqb+PEDRJzghLnnelV8NqS8oLS1HqGATQlRbzTJqp6y3PJ3J+sxc7R0hOhp5cPLsRbS3lcDpyb5kuF683I8ZVY65Ae8VkjNcxPoxQamKnwfNOa2ILBCkW/TWkzluDOm9NSuewRY0PIvAQSDgjYTPnVE/D1IpJpoaI/JlOUT3JGzxqRDFmjtdOyjjCYf2EaxTb9CbhUyomJtLs1KAGEuldEUtYVXnewSnUXOwcDzsxT1QscRbj1OBpS7k26j5tZFzS12xB3VzN51MrJsX9rlxAinmXHIKAtjBWxKJUpN7b3iz0clH9fIzwVGN0SYu8zW1zoTfUp+tZT0eRpozIvw4heW28yyufQ5CUI36fdb3dGAQIiwOU2kCS/1Z73ullUilhNSIoZruJGFv2NEoYSka3bmJcmizAIrcDZ3pTKzo0HIys8mJkVW4qrzDPe27j5B2Y5B+f9PHpCJtRezaz2fMlrY5JRkqmwmbieRClCY9YqElJTAfb+r1JVqM/E6jbEi9shifxY94n+cfhspaLTPXX75+5CSf6P0eBSrHEyGFEt9MbpzZBLiNPZkJOTLUtxYxxFRhbOgr/27kzthMnFWlS9TlVTgZ9LSVVF7O6DjzHY0L5WMW2jdNuw+5je3QnR8zznufGeyxuZmi+LblCNtS/jfcCAAgR7R6S0oC6wmoi3y0l/CqUb5Ls1yRNMe9SG9Tzrk1XTUGJ14lDx3uSayCDwUiYdHje1c//UBVcSgaej3negWFMWDXxvFe7K3G45yiqEqjUPNwGC/3tcsJqtE0FKrUZTqU2w3Mc7JwDZuqWPOHjFk4qLyxDeWGZ/Lfkrfc5igzaHGv1cFZAzTS0/eLnR2JiuTaERYCB8W7CNzu+io/PfJLwalily49ljYt0P0uH5z0t3sphJK+Nd25obXeTmPfkoAfa/t3nUyckmn9H1EWaEuiYdpt232S7taytn4arzhGCsMp6H11fAoCFcTAYQ0k6PLbq8Smbn2HJoVHS3Yau4l2YW2sgSp9hZLWVqMczdCwmlblq1GVo9jXgHJOYeTXDHipAJ6yq4qbURjdHONj52Dae8LATc6MtmX66YeoteOfEu5hYrs0bAJT9dqireA8lvCwVafz+l6Qi46mP0ROessISlBWWpKGFMYyUgRJhuCeyqZI9a2gZQI55HyLrPfXOQIz/itjkgkwKosZ7OBJJ+GUoPWBS4ZN09OUmXwMAfe3VhNtnckBuP3YMRm5QVlAKAAoPaLIoQq80zobsQgqbKeivwxMLHpYT6oYaSRufRD3voeOxcdVlL8S8EbMUcorxGO5rrkhYhXbFl4YjnKI2AEc4ODnzmPdkVojKCktwbt1sw2tDty+fK3vGj2MHAq6jBvsKClW8LH60ZYZ9Ipsiee15j92bobHek4mtV4TNqPuSYd/SetgFQbkMbenhie4jqaAoKpsm+fQtbVyEhqI6jCsdndTxNBwHIL/qNOUsLrsLAFBRmFodAEZu8c2Ou9Ab7EvIQDQim8Nk1EhhM6JTZPjaLYcH6KjNJMNw5a5E+t2AwIGUUQmrKrUZNQREqTZDODjiGu/p90fS9z8dHt9shYCLmUpx+rymmBKBLKsKpCdHJtMM90Q2VfK3JyI2sxoqz3tY0B9gzYx6s8HU8BP6dHLYjJCE512kocqLmy8Zj3ENpfjPlz9O7CQq7JwNk6kKdKlg+rLP7ecu53DyDjw4+5uapDJGfuPgHWkLFSA6TodsRVqNDIWHKuhSH0lthXDRmPeUK2APz3UffCdadI8qkCsb2iZtotVmxBh4c+M9Ewm50jUjIDlv8JmR+sROsuCHxvN+ZeslKYXn5roIQ14b71IHGirjfeiSmmKdrs7vRedZoL7Si97+oM4eFs5GCGaMrVRsy4RCTyTBU+bzQJmL+Jz6CV0MhhVy6XmeO6kabx84iQVTaoe1HXKYRpo87wAwu6YDtZ7qtJ3PGjrSgdEQF71eMaemAx6HWxEHzxFeUZxHD7XcZDqQnIDxEmFzHoGzbAy7Cmw4ozmeWvkfAsP43LrZKR2fS+ORHvndG4f43hh63s0OMg2bif8Dls9qQvHsajRWe/Hqvs90z2vlu9VkZMKT4ElNaxkNr0OMwWAkiJWY2myhfXQFtm2YJ4cUDhcO2fNuXhk3Ea4asyJt50oURcy77CWPba1wleN43wlc1LQYAFRSkVxclZGSguJ0NVVGMvLsaQgdy2oUxrc5dZVuHD2mODjlVaF0M6l8PN4+sc/wc+Z5z2LSqXxiBSPj3QyV/oLhZwqoh8TO82iqEj2iCUtFmnTeTHjeEz1lrs+MGQxGDMXjnAOT7+E23AEddZMsM5BSgaPCUSQ2TbsDpwfPyHrq6rCZApOwmeVNizFRpRWeDqRJZzqStrMZQSCWn0uNTaXqltnw7v7ypOtw2867DT9P1nj/p3/6J+zYsQOlpWIy//3334+amhp87Wtfw8mTJ+F2u/Hwww+jtLQUO3fuxLZt22Cz2bBixQqsXLkSAwMDuvsmSu64QpJgqMNmwhED74jJ95sqqljoW3SMn1IzPv7BZufPxDVL9JSmnncGg5FT5FLMe7bg0Kib5Ph1o6UideLTC2xOhW49nbDKEQ5OE531CxvOy2jMez4nqwJQet7jdDNNwmoWet7jkewEY9++fXj44Yexfft2bN++HU1NTXjmmWcwatQo/OxnP8Oll16KH//4xwgGg9i6dSt++tOfYvv27Xj22WfR1dWlu28y5LfxPsQDXUjQFtJIiCSaS2vlplPNITOe98TOmQ2zdwaDkR7Y85w4Ws/78LQjXdDvZEnWMWJSdYlWOeIJN6xx544897yLMe/W0K2gThd5zIFJZrJt3LdvH5566imsWbMGf//3fw8AeOONNzB37lwAwLx58/Dqq6/iwIEDqK+vh8/ng8PhQHt7O3bv3q27bzIk9CToLQHQdHZ2YvPmzSCEoLW1FVu2bJGNy/7+fqxevRobN27EvHnzTL+npMQFm00pNbRmyTisWaJfRMGI21ZNwW2rpiR0TDLcOuNaPLX7Z1g0dhbKXV7N51deMAZXXjDG8PjfPHKJ7na/36v72bee24/3T4rpIiNrSuAvFr9zmd+LZfNaEv6eRPdJlpsun4ybLp9sef+nH1hi+NkCvxcLOhriniOTv4fBYFiH64s5N379g0uYMW+Bfrsyhvsn37wAfrf2HZPt6I3DBU7RGOZ4Ar9f/zedIj753xV+Hy6uqcS/73BgMBzQ7Gt0jlQhvGioFjqdGfuObKCu0oeFHQ1YaOG9anco7bN/uXcxNv/hTZweEO9LeZkHxYXZfa1chY6k7ueyZctw1VVXwePx4Pbbb8cLL7yAnp4eeL3iudxuN7q7uxXbpO09PT26+yaDZeNdWgLYsWMHCgsLsWbNGixYsAB+v1/eZ+vWrbjzzjvR0dGBe++9F88//zwWLRLL2z7wwAOWB+tTp/o0257bfQg/e+4DAMBPNy+0dJ4dfzyA3/65M6FjkmG8ZwJ+dO6DEHqBrl7tjXjhzU+x/f/tN2zHDQ/tBAD83cb5cNhjD8Wxz/twz1N/1uzvGPs5+GifOHy0G66g+J273zuOH//XXgDAxtVtGN+gjKOSvkfiolkjcfm8Zt19tn75HFSWuIx/dBL88qUD+O9XOkEI8JNN8e/HV3+8C5+fHVRsk67f3o9O4oe/eEuxTQ/p96xbMgbzJidWnpnBYKSP04O98r8v/uqvMzom5wu0ghgArP/OH/CTu5YNU2uSRxqH1y8bi9kTRaWbUFD08waDIXR16Rswvd2x3//5yT7sO3AE/X089ELfjc6RKr0DA+I/wlzGviMb6DxyFjtf+wSP/uItrJjfhGUzGwz3nVE+Da99+hf57+se+D0Kxg9CKoB78vNeBB3ZHdgxMKjsd2aG/KOPPoo333wTgiDgySeflI3v+fPn491334XH40Fvrzi+9fb2oqioSLFN2u71enX3TQbLV9doCYBm3759mDFjBgBxOeCVV14BAPzkJz/BlClTMGaMsfc5E+SaY8dyewV66ZGOU7OeLW7ElFaxCE+x21ySKxmkqBmr4T25sPTGYDCskUtqM9mCXRXzLuRYXLEaohPzHjEJ1rCrwmY4jgDhoQ2dCUbEFaN0FCrLZiIRIr+j4zlax5S2Kv4mRFVhNQfe3Ym0ccOGDdi+fTuefPJJXHTRRejt7YUgCHjttdcwYcIETJ06FS+++CIA4KWXXkJ7ezuam5vR2dmJ06dPIxAIYPfu3ZgyZYruvslg+SkwWgKgEQRBvunScsCrr76Kzs5OPPDAA3jzzTeTamSyZIvxPmZkCQBg8Yy6OHuqU7bjn5tO0Ek8wVN7wO2XT0QoLMBuS/+LNjYwWNufM2lCjod+MhhfOHKpwmq24MwTg3HDysn4/esH0T46lowqvbsE3fhpETrOnBACnicQhtx4F73/ea82E9F/Pm+ZdD1+98nz+OTswSFuUWZJZoLh9XqxYcMGXHvttXA4HJg5cybmz5+PGTNmYNOmTVizZg3sdjseeeQR2O12bN68GevXr4cgCFixYgUqKyuxZs0azb7JEPcpkJYL3n//fUyaNEneLi0B0NDJk9JywI4dO3D48GGsXbsWH330Efbt2we/34+xY9Mv6aQmW2Z/1WVuPLlxPpz2xEoGG89+6RLTsXMm6nnX24cQArstM9ctlrBq7fzsZc9g5A/ZMh7nEtrqtrl5DSc2lWFiU5lim1RhVT/5UcSuUpvhCQGCWq33Jl9DehqqQ8x4z2+1mXAE0HOLTSgfi5FFddj8pwdMjhZASOzYXHjWk825ufTSS3HppZcqthUWFuKxxx7T7Ltw4UIsXLjQ0r6JErc3btiwAYAY875s2TKcPn0aLpcLu3fvxvr16xX7jhs3Dq+99ho6Ojrw0ksv4ZxzzsHSpUvlzzdv3oylS5cOieEOZI/nHYAlw13dXkPHM/V8KTzv9AEWfvxQXx+p2VZXCFhCG4ORR7DHOWE4wsHG2RCKhm7k05KjHDZjokKmLozE8xyCB0dDEDjYyo4CAGyEx22Tb8hYO4Nh8drnu+edVrpWP6o8SczxmAvPeg400RTLsRH0EsDq1avlJYAPP/wQ9913HwBg06ZNePzxx7Fq1SoEg0EsXrw4U+22RK4bf5yhlUvHvNM679n9e2XPu+WwGRMN/DS0h8FgDB0ce2qTQilRmD/XUA6bMYt5V3m7eY5ACLgQPDAZjd4mAEB90QgUmOi/p4rsec+TECYjImFiWN+F57TGu8K7ron4zf5+mu32UjwSWgfSWwJoaWmRjffGxkY8/fTThsc/9NBDibcwBXLt3qjbqw6D0XuuiGGRpuzDajKMhGkRqTS0h8FgDB25/rIcLhy8A32h/uFuRtqR+oNZ2Iy66BLt0JEmg2ae+3TwRQmbidAF4tVRADrFrzjCGVaVz8YnnQ96EbbH1GW4HE+gz+3WxyEbO1Ai0I5nhReayurmUvC8D/XLNEHHe07M3hkMhjXo57m5Jjl5tC8iCpWTHFeboZGMJ7OEVTU8p333mRn/6UBSm8n3CqvhsLFTjNcx3pX2gwDl0dnXT20Bn3JD9jUxIfLbeM8xT4/aWFV43g1+C70UnWDI+5D3XWl51Op9MVObYTAYuQW9Svj1tcnJo30RcXLaBM18gCOJe86Hw3iXzp/vnvcw5URX2yK6nndqn2sXj4a7kFYGSn/70s1Ibzz1v+wmr82jXOhACtRLVfRAxenvyHO5FPMu/tey5z3Lfw+DwbAObRCwZ9s6dlpxJp887xZi3tXwPC2NPDTGu0S+J6yG9SNgDKEN+jENJYY2SrZQU+6R/71h6i2YWjHJZO/sJ2emkrYkdMdz/QWhLGhBh83Q2/Vj3q19QXLtSppEdd5z/P4xGIwYuT4eDxdOjVxkfkAsGt+bp98hx1bret6HKAMq3xNWw2EklExGP8+CavUkG5/0sqICfBxNHWkpbhzexqSBnDHeZ42vwv6Dp3H+NOtLHbn2rlA3lzZeeYXySvyYdysvyqG+PJFEw2Zy7P4xGAxj2OOcHHmrNmMx4bTOWyv/m34PEvn4BF3GCeK2udAb6kORwxt/5xwmFLJmuUv3QxlaI6hWUPKnn2YrOWO8O+w8vnTx+ISOybWER7VRq1CPMfK8Kwz5LP+9CXreCbPeGYy8IdfG42xBUagpj2S2ZLUZpJqwmtmLsrH9Vrx5/B20+Sdk9HuGm1CIUHlpxvutHn0ZAKXjUJD/D9Hjs+9Zz7fxh8W8ZzG0Mc4ZeN6V3vYEv2DI1WaiA4PF/c0mIxkerxkMRprJxhd6LqBQm8kjA0SOeU8gZp3TMd4TOT4ZKt0VWNJ4nm7SZj4RClt7qUoqQbQxHAgH0Bvqk//Otl4aPNyM7GtVauR1b8z1lwXdfmMndPJJYMMU8s7CZhiMLyD55vkaKhx5GvMeM74TUZvRJqyGhyhhNR+5lapMGw4pq6waIeUq0M61//n4D+q90tG8tCEECnLemasmz4334W5BatDZ27THQTBQHFCG2cQ//1Bfn0QrrOb65IvBYMRgz3NyOLg8VZuRYtYTUpvRxrxn2vOezzT7GmJ/CASBoJg/YNbLJM13Wvr1SM9nin2yrpcKJO+cB/ltvA93A1JE6XmP/2uyPeZdst2ttpN53hkMxhcdOmzGkYTqWrZipcKqGjrmXfLCM897KtBOQQ6DwfjJv9L7mzaGB8ODqtOyl3emyZ+RQIdc9/Rwhsa7fpy74t9ZOHVJNE49nfcvkaVZBoPByBbosJknNswfxpakF5JEDDmnUJtJPOyGoUQphEEwEAhLH5gcow2b6Qv1K/dJXxPTwqqFLVlpE6VCnhvvw92C9KFQXjEYqzil9R7/nEOdsBptuFWPeq5PvhgMBiNVJKlIAgIbnz+vbC4J84MjRH6v87LOO/O8J4tK304OmzFDTlg1mXxlm6HsKsg/jf78GQl0yK7ukxpKgzd+zLsVhjxhVZ50DH3YDJsIMBiMXETyvOfbGJZsmKcULsMSVlNHYWQLRA6bMbsz0n3jTPZKpGrukJFfj09+G+/55HrnLFiyCtnITDYmSYREdd5VO/o8yasusKVVBoORi8jGe1aO6smTrPSilLQqGZEsYTUFFGEzVmPezT3vC+rmwMZlXwmhvHt+hrsBmSSPbHell8KC2owlhlptxkIBCBr1ft+/ZZbibAwGg5HvOLn89Lwn+3t4yfM7REWa8hnFHaA872a2gXTfjO7fFa0Xp6dxaYQgOx2aqZDfxvtwNyCN6D0n6jEr4Zj3obfexe+1qjajWm1IJd4z3158DAbji4Gdj8W85xNmYRdmSJ53IhvvzPOeLJqwmUB8z7u0ip3s/Rs+cq295uS38Z6vBpvseScKoz7bf24kwQqr5vcvsR/LwmYYDEYu4szTmPdk1GaAmFNHMh6zMr46BxEEgsGgOBGy0tNyrT/mWHPjktfGe96jGrOUMe/Z11OFRD3vpruxAZvBYOQ/MbWZ/CLZmHebZLwneTwjhloqcjAQinuMdN2Z5314yb6sgjSSX7eKhvK8W9B8NzzL8ETNWP5eK0m6Vsk1LwGDwWAAdMJqfhmryTqY1GozjDQhcLLnXY+N7bfiozOd8DmLACS/cjIsEKKwmvKBHLr6SZAf90iLFZ13Cwz15ZnYWAoAmD6mwtL+6XzIWNgMg8HIRZhUpOo45nlPG+qY9wFJKlLn3jT5GnB+faxIWM71x1xrbxzy2vOe7OCQzbSM8AFVXhwWoFGdyfaHac6karSM8KGy1GVp/3TqvDMYDEYuIhnvuRemYE7qUpHMeE8VddiMlSJNEskU2RouRLUZc5WcXCN3rj4DAOApsKOltji2geqHCRu7Q9yJCSGoLnNbnlQRkx/EHOkMBuOLgI3wYoBknhgdEsmGXfCy5z2/rsewY1FtRiLXrn++hc3ktec9x/qWKZFoKBohVOcz8bxbinlPV+MyBPO8MxiMLzqEEFlxJp9IWiqShc1kBEHgMBiybrzn3mSSUP+f++R178+XGRYQk8PiCDHUWcn2Ik2JYjazz7lxg8FgMJLEzttz0FgyJ+kiTSxhNUMQhCPWCynmmn0l/aZ0PEf9/f1YvXo1Dhw4AACIRCK49957sWrVKqxduxadnZ0AgD179uDKK6/E6tWr8cQTTyS8rxn53ftzq2+ZEqEeqljypfLxyXapyETJt5cVg8FgJEMhXwAbya+F8mSN75jOe36bL0OOQeV2I3Jp8qRQ5UvRNnrnnXdw9dVX49ChQ/K25557DoFAAM8++yw2btyIhx56CACwZcsWPPLII3jmmWfw1ltvYd++fQnta0Z+jQYq8sn0ozXS5aIUmgqriZ0z26+Pme3OYt4ZjNzj+3PvH+4m5CQrWpcjFImvwZ1LJJ2wGn3RSR54RnrgCQcpaMZSkaastyDUpCdhNRAIYNu2bbj77rvlbW+88Qbmzp0LAGhra8PevXvR09ODQCCA+vp6AMCcOXPw6quvafI+IAAAIABJREFUoqury/K+48ePN2xHfhvveeS5lUsSc5Txrnp4Ev292X59ci0hhsFgmOOyFw53E3KSCeVjh7sJaSfpmHdeMsKY8Z5OHLwd/UHrXrFc8rwD6UtYbW9v12zr6emBx+OR/+Z5XrPN7Xbj0KFDCe1rRkLG+86dO7Ft2zbYbDasWLECK1euVHze2dmJzZs3gxCC1tZWbNmyBRzH4Ze//CWeeeYZhMNhnHfeebjttttMv6ekxAWbjU+kabpcNN+Li+a3pHyeTPObRy5J6LOn/k+MsyrxFqC2pjju/lY+y0buuKodd1ylfVAA4Hy/F+fPbIx7jlz7zQwGg/FFoDjglv/t93stH7f1NtFr+dInryV1PEOfnz2wFDbeuklY4LTrbs/Ge1FUVAhXKFovgSMJt/HRRx/Fm2++CQD453/+Z/C80j71eDzo7e2V/45EIpptvb29KCoqwsDAgOV9zbB8p4LBILZu3YodO3agsLAQa9aswYIFC+D3++V9tm7dijvvvBMdHR2499578fzzz2P06NF45plnsH37djgcDjz22GMIBoOw2/VvPACcOtVntVmmvP7XY/i7X4lxQz/dvDAt58wENzy0E4B+G6XPyn0FOHFmADPHV8HVEgAAnDo7iCNHT8MenegMBsO45ZEXAQD3XT8d9ZVe3XNJXL1oFM5rH5HeH5NGnt35AX7/emz2SV+ftz48gR/teFuzXY30m6+7cDTmt9VmqKUMBoPBSITuswPyv7u6ui0fFxEEBIJh9PYEkjqeoc+Xtj6PrlPiPVm7eDQWTDF/XwZ1NOEn+ydk5b04e7Yfff3R/iIQ3TaaGfQbNmwwPf/UqVPxwgsvYOnSpdizZw9GjRoFj8cDu92OgwcPoq6uDn/6059w++2347PPPrO8rxmWjfcDBw6gvr4ePp8PgLh0sHv3bixZskTeZ9++fZgxYwYAYN68edi1axdOnjyJCRMmYNOmTejq6sLNN99sarink2wPC7FCQ5UXx071x8JmCKiwGSUJx7xn+eVhYTMMBoORnyQbvsARggKHLefCNrKdAntiUdRElTDc5p+AmyZem84mpRXJbsqEVbFo0SLs2rULq1evhiAIePDBBwEA999/P7761a8iHA5jzpw5mDx5MiZOnGh5XzMs362enh54vbGZidvtRk9Pj2IfQRBkg9ntdqO7uxunTp3C7t278cwzz2BwcBBr1qzBjh074i4JpIN8MP2+dd00CALwtSdfARBNWI0a8oIg1g2TSDjmPW2tzAxmv6e6XFxyHVNfbLgPg8FgMLKTVI3vfKs4O9w47bFQECtXVu1cs3ND45RNBtFuiv07HWzfvl3+N8dxeOCBBzT7tLW14Re/+IViWyL7mhHXeJdifd5//31MmjRJ3t7b26sw5qVG0Z8XFRWhuLgYM2bMgMfjgcfjQXNzMz755BPFuRjGEEIU8pAcZ+x5p/tkPqw6mP2EiuJCfO+WmSj2OIeuQQwGg8FICykb78zznlac9sSup3rlxMZlt/5JzPOe+7YRYEHnfcOGDdi+fTt27dqFgwcP4vTp0wgEAti9ezemTJmi2HfcuHF47TUxieSll17CtGnTMHXqVLz++usYHBxEX1+fHH4zFOSB/SpDzxoj0h8CMTTYLf30LL9A8cJmyn2FsPHmXXj6mAoAQENV5ld6GAwGg2GN1uImjC0dhfUTrknqeEceVp0dThyU592KAaF2ENpzxHjPFyxfbbvdjs2bN2P9+vUQBAErVqxAZWUlPvzwQzz99NO47777sGnTJnzrW9/CD3/4QzQ1NWHx4sXgeR4rVqzAmjVrIAgCbr31VhQXD1WoQ3Ybp4kged4VOu+q3xfP2J3QWIq9H38u/53tVycdc4svXzweKxe0oMxXkPrJGAwGg5EWeI7H7W03Jn38qJJmzKk9B9Mrp8TfmREXpyMxhT/1yke2e95B2VD5QEJXe+HChVi4UKns0dLSgvvuuw8A0NjYiKefflpz3Lp167Bu3bqkG5kseXKPAAAR2fNucQap89vvXDkZr+07hn/473cN98km0pGwynGEGe4MBoORZ3CEw5rRlw93M/KGRGPe1Qmr2W68f+HCZnKZfDLe5Zh3xBJWEy9nTOB1Z29SiRqSqHwOg8FgMBiMhKGNdyuonWtZb7xLDlBmvGc/+XKTADrmHYhY8Lwb/XI+0bj4YYTZ7gwGg8FgZB4HlbBqJbREbV/ZSfYa7wSxcON8CZvJa+M9663TBIjQMe9Jet4BMYxEIts7MdN5ZzAYDAYj86TueU/s+KGGhc3kEPlxi0QEg5h3Q/vW4AMuh9zZ2T65YDAYDAYjH3AkaLyr38/ZHzaTX5737L7aKZIn9wgArfNOed6TmJ7kkjc7h+YZDAaDwWDkHFeNWYFCWyF6jiZqvKsTVrM7ny6TFVaHg7w23vPnNqnVZiLiHyah70a/XBE2k56mZYx8mSEzGAwGg5GNzK7pAAC8duJYQsdxGrWZ7A2bIWAJqzlFPnluZc87VeYXoP+txMjuVXjes/z65FKID4PBYDAYuUrCUpG5FjYjOT3zxCmY3Vc7VXLkHlWXudA3GDLdRzfmPYmCYblkEOfJM8ZgMBgMRlbjtCfmy+XUajPZbLznkMqeVbL4aqdOriyPfOfGjrh2uJxsQem8+zxO2PgEHzhF2Ex2X59cis9nMBgMBiNXcdAVVi28enPO884SVnOIHLlHhMQ3o+UUVcrzXl5UmPB30Y73bO/D2d4+BoPBYDDygUSlIjXGexbrvANMKjKnyI9bpIQj1tRmjGaXfE6FzeROWxkMBoPByFWUMe/x373qhFU7n+3Guwgz3nOA/LhFSghH5AqryRi3uRSKQrf12sWjh7ElDAaDwWDkL4nqvHNqqcgs9ryLajNU4mAekNfGe77cJBqOAIIgZk2bzSAtSUVm+eUp9joAAD6PA+dOqR3m1jAYDAaDkZ/QCatWbINci3mXfO/qRNtcJduvdkrkxy1SQgiRY7dMvehGUpE5lLA6vqEU65aMwfiG0uFuCoPBYDAYeUvCFVZzSW0GlOc9T8juq50i2e5ZTgZCAJ6ID5n030TIJZ13QgjmTa4Z7mYwGAwGg5HXcITAYeMQCEUs70+T7Z73mOhHlhs+FsnvsJk8hIBg9ejLMLZ0FFaPvtxkP31oz3suxb8zGAwGg8HIHIl434mmwmo2G+8k79Rmsvlqp0y+zLBoOAJUuPy4ve3GJI+njPccUp5hMBgMBoOROZx2Hj39QUv7qu2rbA6bIZRKX77YhXntec+Te6TAcsezIBXJbHcGg8FgMBgA4IwWarJiZuRe2Ex+ed7z23jPk5tEk+qEhKPuOAubYTAYDAaDASgVZ+KhlopU/51t0FXq84Hsvtqpkh/3SIHVUBejvWjPPWGudwaDwWAwGIgVarJi4OaaESx53nOs2YbktfGeJ/dIgVVvOUtYZTAYDAaDYZWEElZz1H7IF533vDbe8+QeKUg5bEaRsJpiYxgMBoPBYOQFsvFuwc5oLBqZ2cakmZjOe34YhnltvuXaso4VrCespvFcDAaDwWAw8ppEYt4bffW475xNGWxN+iC0VGSe2D35bbznxz1SkM7fxMJmGAwGg8FgALGYd6v4XWUZakn6iSWspk5/fz9Wr16NAwcOyNsuvfRSrF27FmvXrsU999wDANizZw+uvPJKrF69Gk888QQAIBKJ4N5778WqVauwdu1adHZ2Gu5rRnZr+6RIqdcJAKgsdQ1zS9KH9Zj3+PuxfFUGI/v47W9/g6NHjyi2LV26XP6Mprq6BkuXLkc4HMbDD38Hhw51guN4fP3rW1BbOwKffnoI3/3ufSCEoKmpGXfdtQkcx+GnP30Kr776J/C8DV/5yl0YN27CkP0+BoORncQSVq3jc3hRUlCSmQalEQHpCZt55513sGXLFhw7dkzeNjg4CADYvn27Yt8tW7bg8ccfR11dHb70pS9h3759OHz4MAKBAJ599lns2bMHDz30EJ588kndfcePH2/Yjrw23n0eJ757UwdKokZ8PpBWzzuz3hmMrGPSpDbZWJf49NNDAID167+su33XrpcBAE8++VO8+eZuPP74D/HQQz/E44//EDfddAumTp2G73//Qbz88ouoqqrGnj1v4qmn/gXHjh3DN795N/7xH/91CH4Zg8HIZhL1vAPAd2Z/I6dClFONOAgEAti2bRvuvvtuedt7772H/v5+3HDDDQiFQrjrrrvQ0tKCQCCA+vp6AMCcOXPw6quvoqurC3PnzgUAtLW1Ye/evejp6dHdN23G+86dO7Ft2zbYbDasWLECK1euVHze2dmJzZv/f3t3HhdVvcd//DXD7iCICCYKpGS5JGqainq17OaSiNclQr1q6aM0xbrX6qGWJRoula3em8tPu1b6Sw0Tcym7D7Vyuy655L6mpRGosQ0EgzPz+8OfJAGKOjjM9H7+Bd/5nnM+Zz6c4TPfc873jMdgMNCwYUMmTZqE0Whk+vTpfPfddxiNRsaNG0erVq2uuZ2goGp4et74H1FZQkKqO2Q9zrbqzd4O61fRdYnI7RcS0qRCbVe39+vXi379Lhf83bo9SLduDwLwwQfzi/u+/vr04p87dlwMQGhoACtXrnBM4CLi0ob3iWZ4n2hnh+FwgYF+eKZfvkrc29vzlurCsupXX19fhg8fzqOPPsrp06d58sknWbRoEf7+/sV9TCYTP/30E2azuUS7h4dHqbYrfa+lwsV7UVER06dPJyUlBT8/PwYMGMCDDz5ISEhIcZ/p06fzj3/8g7Zt2/LKK6+wfv16wsPD2bNnD59++ilnzpxh7NixfPbZZ9fcVmZmfkXD+tP4YO1hNn+fxowR7QgNKv8yoGEzNgAwc1R7agb4XrPPy0NbU79OgOODFXEDyzacYOeRDIeu8/5GocR3ueuafc6e/Yl69cJLtQFltl/dlpw8iW+//Zrk5Ndo06YdvXt3Z+XKLwH47rudrFnzORERkQQG1qBPn/4AjB79JBMmvFJq3SLy57LtwC/8n9WHeKZ/NC3uquXscBwmJ/s3LJZLABQV2Th/PrdUn2sV9G+//Ta7d+8GYOHChXh4lBxcrl+/PpGRkRgMBurXr0+NGjWwWq3k5eUV98nLyyMgIICCgoIS7TabDX9//zL7XkuFi/eTJ08SERFBYGAgcPnbx65du+jRo0dxn4MHD9KmTRsAOnXqxJYtWxgzZgy+vr5YLBbMZjOenm59pU6leaJHIxK6NKSar+PeP92wKlK++C53XbfQrmomTpzMxYsXeOqpx1m06FOMV80Hm5+fh7+/PyaTP/n5eX9od48zlCJy81o3CiXA5E2jyBrODsWxDFfNNnMTi//zn/+85uspKSkcO3aMpKQk0tPTMZvN1K5dGy8vL3788UfCw8PZvHkziYmJ/PLLL2zcuJFHHnmEvXv3cvfdd+Pv719m32upcCVoNpupXv33D3iTyYTZbC7Rx263F0/DYzKZyM3NxdPTE6PRSI8ePcjNzeXVV1+t6CblKgaDwaGF++V1OnR1IuIkX365hvPnMxg8+Al8fX0xGo0YjUYaNryH3bt3cd99rfnf/7Zy332tqVs3nNmz32PAgMFkZGRgs9mpUcPN/lmLyA3z8jTStH5NZ4dRKX6fbcbxhU///v2ZMGECAwYMwGAwMG3aNDw9PZk8eTLPP/88VquVjh070rx5c5o1a8aWLVtISEjAbrczbdo0gDL7Xst1q8ErpwuOHj1KdPTv10Ll5eWVKOaBEqM8V4b9U1NTqVWrFgsWLCAvL4+BAwfSsmVLateufUNvjtyY4ucRXINuWBWpejZv/qbEKVSAjh07A7BgwdwS7SaTiYSEv9O5cxemTZvM6NFPcunSJZ55Ziw+Pj4kJv6D11+fyty5/yYy8k4eeOAhPDw8iI5uwYgRT2C32xk71jXmahYRuVk2B8/zfvXMMt7e3rz55pul+rRo0YJly5aVaDMajUyZMqVCfa/lusX7ldMFRUVF9OzZk6ysLKpVq8auXbsYPnx4ib5NmjRh+/bttG3blm+//ZZ27dphsVioVq0aHh4emEwmvL29S/1jEsf7fVqk8rnLwwpE3ElCwt/Lfe2eexqV2e7n58err84o1R4REcm//jWvVPvw4SNKzVwjIuK2/n9J5Eoz41xLha/D8PLyYvz48QwfPhy73U6/fv2oXbs2J06cYNGiRSQlJTFu3Dhefvll3nrrLRo0aEC3bt0A2L17NwkJCVitVnr16kWDBg0qbYfksgqNvLvH37CIiIhImQzgdk9YvaGLqLt06UKXLl1KtN11110kJSUBl++4XbRoUanlyjpFIJWrArW7LpsRERERt3crN6xWRcbrdxFXZK/A0LtmmxERERG3Z3evkXcV726qYpfNuMcfsYiIiEh5okMuP620Sc17nByJY2jSdTdVoZF3XTYjIiIibs1A9zsfonnIvYSZ7nB2MA6h4t1N6YZVERERETAajNT1r+PsMBxGxbubqsgNqwZV7yJVztq1q0hL+7lE2yOP9KJOnTDS0n5m7dpVJV6rUyeMRx7pdcvLXm3fvj0cPXqE+PgBJdonTZrAxIlT8PLyKjP2uLhufP75uhJtOTnZ/O9/2+jatTvbtm3m4sWLxMb2vsY7ICLiOO5Y6ah4dzMt7qrF3hMXqFnd57p9dc27SNUTHd2iVEF99uxPAFit1lLzs1957VaXvcJut/PBB/OYOfO9Uq9Nnjz9BvbkshMnjrNlyzd07dqdmJiOPPfcMzzwwEP4+/vf8LpERETFu9sZ068ZRZdseHt5ODsUEZf22YnV7MnY79B1tgxtRt+7Yh26TkfbuXM7d95ZHy8vL3bv3sXs2bPw8vIiLq4P8+fPYfHiFM6fz2Dq1CQ8PT254446pKX9zL/+NQ+LxUJS0kukp/9CYGAgycmv89FHH3DixHFWrvyM3r37EhPTni++WM2jjyY4e1dFRFySZptxMwaDQYW7iNy0PXu+IyqqYfHvFouF99+fT/fuPYvb/v3vdxky5AlmzZpLs2bNi9t/+y2fESNGM3v2AsxmM8eOHWHIkGG0atWa3r37AhAV1ZA9e767fTskIuJmNPL+J+TpYeCS1Y6Xp767iZSn712xVX6UvDJkZWXRtOm9xb9HRESW6nPmzA/ce+/lor1585Z89dUXAAQEBFKnThgAwcHBFBQUlFo2OLgWOTnZlRG6iEixuv51OGdOo5ZfsLNDcTgV739CM0d1IMtciI9G6EXkD4KCgsjNzS3+vawpZRs0iOLAge+JienAwYO/X1pU1gNQjEYjNtvvt9Dn5uZSo0aQg6MWESnpn/c9TXp+BmH+7jE95NVUvP8JBZi8CTB5OzsMESnD5s3fkJeXV6KtY8fOAOTl5bFgwdwSr5lMJhIS/n7Ly17RsmUrvv32a3r0KP+sw9NPP8P06VNYsmQRJpM/np7l/yupW7cep06dYNmy/0t8/EAOHTpA69b3l9tfRMQR/Dx9uTMgwtlhVAqDvSJP87nNzp/PvX4nERFxOJvNxjPPjOTtt/9d7pSQX331BU2a3Eu9euGsWpXK/v37ePHFSRVa/9ixY3j11emYTJptRkSqhpCQ6s4O4YZo5F1ERIoZjUaGDXuKFSs+JT5+YJl9QkNrM2nSi/j6+mI0Ghk//uUKrXvr1s088EAXFe4iIrdAI+8iIiIi8qflaiPvmm5ERERERMRFqHgXEREREXERKt5FRERERFyEincREREREReh4l1ERERExEWoeBcRERERcREq3kVEREREXISKdxERERERF1ElH9IkIiIiIiKlaeRdRERERMRFqHgXEREREXERKt5FRERERFyEincREREREReh4l1ERERExEWoeBeRSqGJrERERBzP5Yr3goICCgsLnR2GOJDNZnN2COJgOTk5ZGZmOjsMERERt+NSxfvHH3/MSy+9xA8//ODsUMRB5s2bx8yZM9m3b5+zQxEHSUlJ4W9/+xsbNmxwdijiAMuWLSMlJYWMjAxnhyIOkpKSwqpVq0hLS3N2KOIgn376KampqVy4cMHZocht4JGUlJTk7CCuJz09nd69exMeHs7YsWOpW7du8Wt2ux2DweDE6ORm5OfnM3HiRAwGA127diU3N5fIyEhAOXVV27dvZ8qUKeTl5fHrr78yZMgQgoODnR2W3KTMzEyefvppzGYzv/32G3v27CEqKorq1as7OzS5SZmZmYwcOZKCggJ8fHxYt24dAQEBhIWFYbPZ9LnrYux2Ozk5OYwZMwaz2UxhYSGbNm0iMDCQOnXqKKduzNPZAVREUFAQrVq1okWLFsydO5eCggLq16/PoEGD9IfpoqxWK4GBgfTp04elS5fi5+fHr7/+Su/evZVTF3Xo0CGeeOIJYmJimDNnDufPn6dhw4bODktuUk5ODpGRkUyePJnc3FySk5MJCQlxdlhyCzIzM4mMjGTKlCkALF68mI8++ojWrVtjNLrUifg/PYvFgre3NzabjYiICF5++WWsViupqanMnTuXOXPmKKdurMpl9spNbp988gkrV64EIC8vj4iICObNm0dERARxcXFs2LCB+fPnA7pmuqorK6fnzp3jxx9/ZNu2bTRt2pSHHnqI1atXs3DhQkA5requzumKFSsAGDp0KDExMVgsFnbs2EFgYGCJvlJ1lXWM5uTk4Ofnx9y5c3nnnXfYtm0bc+bMITU1FdAxWtVdndMrOUtPT+fYsWMUFRUBUL16dbKzs/nqq6+cFqfcmIKCApKTk0lOTmbFihXk5ORw+vRpCgoK8PDwoHv37phMJlavXg3o89ddVbni/cqo67Zt25g3bx42m42goCDuvvtu+vfvT3x8PNHR0YwZM4a9e/dSVFSkb5dVXFk5bdSoEX5+fqxdu5bOnTvTsmVLRowYwa5du5RTF3B1TufPn4/NZsNoNBaPBt13331s2rSpRF+puso6Rps1a8bAgQM5fPgw2dnZpKamEh0dzeLFiyksLNQxWsWVldOYmBhCQkKYNm0as2bNYseOHXTo0IGMjAwVeS4gKyuLiRMnEhgYyODBg5kxYwY+Pj4EBASwaNEiAPz8/OjQoQM///yzLkF1Y1Xm0/f8+fPFP+/cuZOgoCDuuOMOkpOTAejYsSO9evXCbDYDcOrUKVq1aoWXl5dT4pXrKy+nV07Zjhw5ksLCQo4fPw7A6dOnadKkiXJahZWX02nTpgHg4eEBQIMGDTCZTPz2229OiVMqprx8Tp06FYAaNWpgNpsZNmwYNWvW5NKlS8TExODj4+OskOU6ysppnTp1ij93J02aRHx8PADjx4+nWrVqhISEqMirwq7k1GazkZmZyaBBg2jYsCHdu3fn4MGDJCYmsmrVKo4dO4bRaCQtLY0aNWoop27MYHfy1+1ffvmFWbNmcfHiRbp06UKnTp3w8vIiKyuLsLAwHn74YT755BPCw8NZs2YN69evJz8/H6vVyogRI2jdurUzw5cyVCSnixcvJjIyko8++ogTJ05w7tw5LBYLiYmJtG3b1tm7IH9wI8cpwDfffMPSpUtJTk6mZs2aTo5e/uhGjtFXXnkFg8FATk4OOTk5DB8+nPbt2zt7F+QPbuQYPXnyJHv37mXHjh1cvHiR559/nkaNGjl7F+QPrs7pww8/TFRUFAEBAURERODp6cmoUaMYOXIk0dHRLFiwgLS0NH766SeKiop49tlnad68ubN3QSqJ04v3999/n6KiIvr27cvKlSvJzMxk7NixmEwmAN555x2OHDnCnDlzsFgs5OTksHfvXv761786M2y5hhvJqdVqxWKxsHfvXmJiYpwcuZSnIjk9duwY77//fvEyGzZsoEuXLs4KWa6hIvk8fPgwc+fOxWKxkJGRwf79++nRo4eTI5fyVCSnR48eZfbs2RQVFXHq1CkOHDhAv379nBy5lOfqnH7++edcvHiR5557DpPJxK5du5g9ezYLFiwAIDs7Gw8PD3bt2sUDDzzg3MCl0jmleF++fDk7duwgPDycc+fOMWrUKMLDwzlz5gxLly6ldu3aDB06tLh/mzZteO2113jwwQdvd6hSQcqp+7mZnL7++uv6x1FF6Rh1PzeT0xkzZuhLdRVWXk5//PFHlixZQmhoKI8//jgpKSkYjUaCg4OZNWsWY8aMoXPnzs4OX26T2z7P+8yZM9m/fz/Dhg1j3bp1rFmzBm9vbzp06ICfnx8eHh4cPHiQZs2a4evrC0Djxo2pW7euTr9XUcqp+7nZnIaFhSmnVZCOUfdzK8eonr9QNV0rp76+vnh4eHDgwAH+8pe/8O6777J06VIMBgNjxoyhTZs2zg5fbqPbPs97bm4ujz32GE2bNmXQoEGEhoayevVqYmNjady4McHBwRQWFlKtWrXiO6U7dux4u8OUG6Ccuh/l1L0on+5HOXU/FclpQUEBubm5NGvWjL59+9KtWzdnhy1OcFtnm7HZbHTt2pXo6GgA1q5dS6dOnRg1ahRTp07lhx9+YOvWrWRlZenJYC5COXU/yql7UT7dj3Lqfm4kp9WqVSMxMVGF+5+Y025YNZvNPP7448yePZuQkBBmz55NdnY2Fy5cYNy4cXqSnwtSTt2PcupelE/3o5y6H+VUrue2XzZzRXp6Ou3bty9+7HbDhg157rnnNMe3C1NO3Y9y6l6UT/ejnLof5VSux2nF+86dO5k3bx4HDx6kd+/exMXFOSsUcRDl1P0op+5F+XQ/yqn7UU7lepx22czy5cs5f/48w4YNw9vb2xkhiIMpp+5HOXUvyqf7UU7dj3Iq1+O04v3K3e/iPpRT96Ocuhfl0/0op+5HOZXrcfoTVkVEREREpGJu61SRIiIiIiJy81S8i4iIiIi4CBXvIiIiIiIuQsW7iIiIiIiLUPEuIiIiIuIiVLyLiFSi3NxcRo8efdPLjx8/ns8+++yW49i+fTuDBw++Zp+NGzfyn//855a3JSIilcdpT1gVEfkzyM7O5vDhw84Oo0IOHDj056zMAAAD7klEQVTg7BBEROQ6VLyLiFSi5ORkMjIyGD16NCdPniQoKAhfX19mzZrFiy++SHp6OhkZGcTExDB16lQAZsyYwddff01oaChWq5U2bdoAkJqayocffojNZqNp06ZMmjQJHx+fcre9efNmpk+fjo+PD/Xr1y9u37FjB2+//TYFBQXk5OQwYcIE7rzzTpYsWQJAWFgY3bt3Z8qUKRw/fhyr1cqTTz5JbGxsJb5TIiJSESreRUQq0cSJExkyZAgTJkzgoYceYv78+dSrV4/Vq1fTuHFj3nvvPSwWCz179uTgwYOcPXuWQ4cOsXr1anJzc4mLiwPg+PHjLFu2jCVLluDj48Obb77JggULGDVqVJnbtVgsjB8/ng8//JCoqCheeuml4tcWLVpEcnIyUVFRbNu2jWnTprFq1SoSEhIA6NevHzNnzqRp06a89tprmM1mEhISaN68OeHh4ZX/pomISLlUvIuI3CbBwcHUq1cPgNjYWL7//nsWLlzIqVOnyMrKIj8/nx07dtC1a1e8vLyoWbMmnTp1Ai5fs37mzBni4+MBKCoqokmTJuVu6+jRo4SGhhIVFQVAnz59ePfddwF444032LhxI19++SX79u0jLy+v1PJbt26loKCA5cuXA5Cfn8/x48dVvIuIOJmKdxGR28TX17f4548//ph169YRHx9P+/btOXbsGHa7HYPBgN1uL+7n6Xn5Y9pqtdKjRw8mTpwIQF5eHlartdxt/XE9Hh4exT8PHDiQtm3b0rZtW2JiYnj++edLLW+z2XjjjTdo2rQpABcuXCAwMPAm91xERBxFs82IiFQiT09PLl26VKp9y5YtPPbYY8TFxVFYWMiRI0ew2WzExMTwxRdfYLFYyM7OZtOmTQC0bduW//73v1y8eBG73U5SUhIffvhhudu95557uHDhAkeOHAFgzZo1AGRlZXH69GmeffZZOnXqxPr164u/BHh4eBTH2q5dOz755BMAMjIyiIuLIy0tzXFvjIiI3BSNvIuIVKLg4GDCwsKYMGFCifahQ4eSlJTEvHnz8Pf3p2XLlpw9e5ZHH32U/fv3ExsbS61atYove2nUqBGJiYkMHToUm81G48aNeeqpp8rdrpeXF2+99RYvvPACnp6exZfY1KhRg/79+9OzZ088PT1p164dBQUF5Ofnc//99zNu3Dhq1apFYmIiSUlJxMbGYrVaeeGFF4iIiKi8N0pERCrEYL/6vKqIiIiIiFRZGnkXEXFhgwcPJicnp1R7QkICAwYMcEJEIiJSmTTyLiIiIiLiInTDqoiIiIiIi1DxLiIiIiLiIlS8i4iIiIi4CBXvIiIiIiIuQsW7iIiIiIiL+H+9IGYzHZUrKQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#沪深300指数收益率与北向资金\n",
    "final_data=all_data[['沪深300','北向资金']].dropna()\n",
    "final_data.plot(secondary_y='北向资金',figsize=(12,6))\n",
    "plt.title('沪深300日收益率 VS 北向资金',size=15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#获取北向资金与沪深300收益率的滚动窗口相关系数\n",
    "def cal_rol_cor(data,period=30):\n",
    "    cors=data.rolling(period).corr()\n",
    "    cors=cors.dropna().iloc[1::2,0]\n",
    "    cors=cors.reset_index()\n",
    "    cors=cors.set_index('trade_date')\n",
    "    return cors['沪深300']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1236.000000\n",
       "mean        0.334559\n",
       "std         0.219806\n",
       "min        -0.215172\n",
       "25%         0.219457\n",
       "50%         0.379527\n",
       "75%         0.525442\n",
       "max         0.705992\n",
       "Name: 沪深300, dtype: float64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cor=cal_rol_cor(final_data,period=120)\n",
    "cor.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cor.plot(figsize=(14,6),label='移动120日相关系数')\n",
    "plt.title('沪深300与北向资金移动120日相关系数',size=15)\n",
    "plt.axhline(cor.mean(), c='r',label='相关系数均值=0.33')\n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 最后从纵向角度考察沪深300收益率与北上资金的相关性。\n",
    "数据显示，2014年至2020年8月期间，二者相关系数均值为0.33，最大值为0.7.二者的相关性近年来逐渐走高。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II. 策略部分（TBD）\n",
    "\n",
    "从上面的探索性分析发现，北上资金与各大指数中短期内存在一定的正相关性。下面参考华泰金工研报的思路，基于北向资金变动数据构建布林带择时策略，并对择时模型进行回测分析。\n",
    "\n",
    "策略思路如下：\n",
    "（1） 当该日北向资金流入规模 > 过去 252 个交易日的北向资金均值 + 1.5 倍标准差， 则全仓买入沪深 300；\n",
    "（2） 当该日北向资金流入规模 < 过去 252 个交易日的北向资金均值 - 1.5 倍标准差， 则清仓卖出沪深 300；\n",
    "（3） 以第二天开盘价买入（研报是以收盘价来计量）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
